


{"id":1128,"date":"2024-07-23T15:12:21","date_gmt":"2024-07-23T13:12:21","guid":{"rendered":"https:\/\/pepr-cloud.fr\/fr\/?page_id=1128"},"modified":"2025-09-11T16:46:51","modified_gmt":"2025-09-11T14:46:51","slug":"spirec-brouillon","status":"publish","type":"page","link":"https:\/\/pepr-cloud.fr\/en\/project-spirec\/","title":{"rendered":"SPIREC Project"},"content":{"rendered":"<div class=\"wp-block-cover banner banner-medium animate__animated animate__fadeInDown\"><img loading=\"lazy\" decoding=\"async\" width=\"3628\" height=\"1210\" class=\"wp-block-cover__image-background wp-image-2458\" alt=\"\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4.png\" data-object-fit=\"cover\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4.png 3628w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4-300x100.png 300w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4-1024x342.png 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4-768x256.png 768w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4-1536x512.png 1536w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4-2048x683.png 2048w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-4-150x50.png 150w\" sizes=\"auto, (max-width: 3628px) 100vw, 3628px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-0 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\"><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-vivid-red-color has-text-color has-x-large-font-size\"><strong>Multi-level supervision and prediction for geo-distributed, heterogeneous infrastructures in the Cloud\/Edge\/IoT continuum<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-text-color has-large-font-size\" style=\"color:#626676\"><strong>&#8212; Preview<\/strong><\/p>\n\n\n\n<p>Define methods, using distributed machine learning in particular, to enable their efficient management, provide means of securing them and ensure a variety of QoS properties.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"386\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/11\/Mario-SUDHOLT.png\" alt=\"\" class=\"wp-image-3357\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/11\/Mario-SUDHOLT.png 400w, https:\/\/pepr-cloud.fr\/files\/2024\/11\/Mario-SUDHOLT-300x290.png 300w, https:\/\/pepr-cloud.fr\/files\/2024\/11\/Mario-SUDHOLT-150x145.png 150w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong><strong><strong><strong><strong>Mario S\u00fcdholt<\/strong><\/strong>, <\/strong><\/strong><\/strong>Professor IMT<\/p>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Keywords<\/strong> : <em>Supervision, prediction, mitigation; heterogeneous multi-level infrastructures, applications and software stacks; AI, Cloud\/Edge\/Internet of Things continuum<\/em><\/p>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons hvr-float animate__animated animation-on-viewport viewport:fadeIn is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill\"><a class=\"wp-block-button__link has-white-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"#missions\" style=\"border-radius:5px;background-color:#223cb0;font-size:18px\"><strong>Missions<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons hvr-float animate__animated animation-on-viewport viewport:fadeIn is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill\"><a class=\"wp-block-button__link has-white-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"#publications\" style=\"border-radius:5px;background-color:#223cb0;font-size:18px\"><strong>Publications<\/strong><\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons hvr-float animate__animated animation-on-viewport viewport:fadeIn is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill\"><a class=\"wp-block-button__link has-white-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"#partners\" style=\"border-radius:5px;background-color:#223cb0;font-size:18px\"><strong>Partners<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons hvr-float animate__animated animation-on-viewport viewport:fadeIn is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill\"><a class=\"wp-block-button__link has-white-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/spirec-cloud.fr\/\" style=\"border-radius:5px;background-color:#223cb0;font-size:18px\"><strong>Project website<\/strong><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<p>Today, the cloud is the main infrastructure on which the world&#8217;s largest distributed applications are built. New requirements are emerging for computing and storage capacities at the edge, and for the many Internet of Things (IoT) devices that are part of smart cities, the industry of the future, vehicular networks\u2026 The resulting cyber ecosystem, the Cloud-Edge-IoT continuum, is characterized by highly heterogeneous infrastructures as well as multi-layered applications and software stacks. Monitoring infrastructures and applications, detecting anomalies in service and application execution, and predicting resource utilization are fundamental services for the continuum. They help to secure applications and ensure numerous quality-of-service properties. However, growing heterogeneity and the use of increasingly complex software stacks require new methods for developing these services. The SPIREC project will address the challenges of monitoring continuum services, detecting their execution anomalies and predicting their resource utilization.<\/p>\n\n\n\n<p>The partners will also develop software components and tools to integrate these functionalities into existing infrastructures and applications, in particular SLICES and future software ecosystems.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"SPIREC\" width=\"1060\" height=\"596\" src=\"https:\/\/www.youtube.com\/embed\/BVnQOIXjdmk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-large-font-size\"><strong>&#8212; Missions<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"has-large-font-size\"><strong>&#8212; Our researches<\/strong><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInLeft is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-text-align-left has-text-color\" style=\"color:#223cb0;font-size:25px\"><strong>Data collection and modeling for supervision and anomaly detection<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInRight is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>Definition of a hierarchical data model for supervision and fault detection in the IEC continuum<\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-css-opacity has-background is-style-wide\" style=\"background-color:#223cb0;color:#223cb0\"\/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInLeft is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-text-align-left has-text-color\" style=\"color:#223cb0;font-size:25px\"><strong>Monitoring for large infrastructures and applications in heterogeneous IEC continuum environments<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInRight is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li>Current monitoring techniques do not cover the continuum, software stacks and the software-defined network<\/li>\n\n\n\n<li>Distributed learning techniques are not adapted to monitoring and anomaly detection in heterogeneous environments<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-css-opacity has-background is-style-wide\" style=\"background-color:#223cb0;color:#223cb0\"\/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInLeft is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-text-align-left has-text-color\" style=\"color:#223cb0;font-size:25px\"><strong>Distributed multi-criteria artificial intelligence for resource use prediction<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInRight is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li>Define a distributed learning model for heterogeneous multi-level infrastructures<\/li>\n\n\n\n<li>Define techniques for resource usage prediction<\/li>\n\n\n\n<li>Define a software component architecture for resource usage prediction<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-css-opacity has-background is-style-wide\" style=\"background-color:#223cb0;color:#223cb0\"\/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInLeft is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-text-align-left has-text-color\" style=\"color:#223cb0;font-size:25px\"><strong>Applications, validation, implementation and integration<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column animate__animated animation-on-viewport viewport:fadeInRight is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li>Provide real-world application requirements<\/li>\n\n\n\n<li>Ensure the correctness and effectiveness of the solutions provided<\/li>\n\n\n\n<li>Demonstrate applicability of solutions<\/li>\n\n\n\n<li>Provide software components and tools with partial integration in SLICES-FR<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-left has-large-font-size\"><strong>&#8212; Partners<\/strong><\/h3>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"has-text-align-center has-text-color\" style=\"color:#7d8892;font-size:27px\"><strong>Consortium<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p style=\"font-size:25px\">Inria, IMT, CNRS, CEA, Universit\u00e9 Versailles<br>Saint-Quentin en Yvelines, Universit\u00e9 de Lorraine<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile animate__animated animation-on-viewport viewport:fadeInUp\" style=\"grid-template-columns:59% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"941\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-17-1024x941.png\" alt=\"\" class=\"wp-image-2544 size-large\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-17-1024x941.png 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-17-300x276.png 300w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-17-768x705.png 768w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-17-150x138.png 150w, https:\/\/pepr-cloud.fr\/files\/2024\/10\/pixelcut-export-17.png 1202w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-medium-font-size\"><strong>&#8212; Research team<\/strong><\/p>\n\n\n\n<p><strong>13 permanent staff (<\/strong>not funded by the project) :<br><strong>25 people funded by the project<\/strong>, including:<br>8 <em>PhD students<\/em><br>8 <em>post-docs<\/em><br>9 <em>engineers<\/em><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-color\" style=\"color:#7c7c7c\">Our teams in France<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-left has-large-font-size\" id=\"publications\"><strong>&#8212; Publications<\/strong><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div id=\"wphal-content\"><ul id=\"wphal-menu\"><li><a href=\"#publications\" onclick=\"displayElem('publications'); return false;\" style=\"font-size:18px;text-decoration: none\">Publications<\/a><\/li><li><a href=\"#filtres\" onclick=\"return false;\" style=\"font-size:18px;text-decoration: none;cursor:default\">Filtres<\/a><ul id=\"wphal-filtres\"><li><a href=\"#keywords\" onclick=\"displayElem('wphal-keywords'); return false;\" style=\"margin:1px;text-decoration: none\">Mots-clefs<\/a><\/li><li><a href=\"#auteurs\" onclick=\"displayElem('wphal-auteurs'); return false;\" style=\"margin:1px;text-decoration: none\">Auteurs<\/a><\/li><li><a href=\"#insts\" onclick=\"displayElem('wphal-insts'); return false;\" style=\"margin:1px;text-decoration: none\">Institutions<\/a><\/li><\/ul><\/li><\/ul><br \/><hr><div id=\"meta\">\n        <div class=\"display\" id=\"wphal-contact\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Contact<\/h3>\n\n            <ul id=\"wphal-cont\" style=\"list-style-type: none\"><\/ul>\n        <\/div>\n        <div class=\"display\" id=\"wphal-disciplines\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Disciplines<\/h3><\/div>\n        <div class=\"display\" id=\"wphal-keywords\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Mots-clefs<\/h3><div id=\"wphal-keys\"><a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Anomaly+Detection%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Anomaly Detection<\/a>&nbsp;<a style=\"display: inline-block;font-size:-5px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Anomaly+detection%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Anomaly detection<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Applications+%C3%A0+faible+latence%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Applications \u00e0 faible latence<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Apprentissage+machine%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Apprentissage machine<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Causal+Discovery%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Causal Discovery<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Causal+Inference%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Causal Inference<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud+VR%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud VR<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud+gaming%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud gaming<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud-Edge-IoT%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud-Edge-IoT<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud-Edge-IoT+Continuum%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud-Edge-IoT Continuum<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Contrastive+Learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Contrastive Learning<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Contrastive+learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Contrastive learning<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Deep+learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Deep learning<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Diagnostic+des+causes%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Diagnostic des causes<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Distributed+Artificial+Intelligence%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Distributed Artificial Intelligence<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Distributed+Systems%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Distributed Systems<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22D%C3%A9tection+d%27anomalies%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">D\u00e9tection d'anomalies<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Edge+Computing%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Edge Computing<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Federated+Learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Federated Learning<\/a>&nbsp;<a style=\"display: inline-block;font-size:10px\" href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Large+Language+Models%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Large Language Models<\/a>&nbsp;<\/div><div id=\"keysuite\" style=\"display:none\"><span id=\"trikeywords\"><button type=\"button\" class=\"trial\" id=\"trikey\" onclick=\"toggleSort(this, true, 'wphal-keyw', 'wphal-keyword', 'trikey'); return false;\" style=\"font-size:16px;text-decoration: none\">Tri Alphab\u00e9tique<\/button><button type=\"button\" class=\"trioc\" id=\"trinbkey\" onclick=\"toggleSort(this, false, 'wphal-keyw', 'wphal-keyword', 'trinbkey'); return false;\" style=\"font-size:16px;text-decoration: none\">Tri Occurrence<\/button><\/span><ul class=\"wphal-keyword\"><div id=\"wphal-keyw\"><li class=\"metadata\" data-percentage=\"2\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Anomaly+detection%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Anomaly detection<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Anomaly+Detection%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Anomaly Detection<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Applications+%C3%A0+faible+latence%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Applications \u00e0 faible latence<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Apprentissage+machine%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Apprentissage machine<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Causal+Discovery%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Causal Discovery<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Causal+Inference%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Causal Inference<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud+VR%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud VR<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud+gaming%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud gaming<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud-Edge-IoT%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud-Edge-IoT<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Cloud-Edge-IoT+Continuum%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Cloud-Edge-IoT Continuum<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Contrastive+Learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Contrastive Learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Contrastive+learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Contrastive learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Deep+learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Deep learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Diagnostic+des+causes%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Diagnostic des causes<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Distributed+Artificial+Intelligence%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Distributed Artificial Intelligence<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Distributed+Systems%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Distributed Systems<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22D%C3%A9tection+d%27anomalies%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">D\u00e9tection d'anomalies<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Edge+Computing%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Edge Computing<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Federated+Learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Federated Learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Large+Language+Models%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Large Language Models<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Low-Latency+applications%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Low-Latency applications<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Machine+Learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Machine Learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Machine+learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Machine learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Microservice+Systems%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Microservice Systems<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Monitoring%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Monitoring<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Monitoring+Cloud-Edge-IoT+Causal+Discovery+Large+Language+Models%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Monitoring Cloud-Edge-IoT Causal Discovery Large Language Models<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Neural+network%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Neural network<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Random+Walks%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Random Walks<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Reinforcement+Learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Reinforcement Learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Root+Cause+Analysis+RCA%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Root Cause Analysis RCA<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Root+Cause+Diagnosis%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Root Cause Diagnosis<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Root-cause+diagnostic%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Root-cause diagnostic<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22R%C3%A9seaux+%C3%A0+capacit%C3%A9+variable%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">R\u00e9seaux \u00e0 capacit\u00e9 variable<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Time+Series+Classification%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Time Series Classification<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Time+series%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Time series<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Time-Varying+capacity+networks%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Time-Varying capacity networks<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Transfer+learning%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Transfer learning<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=keyword_s:%22Wi-Fi+Networks%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Wi-Fi Networks<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><\/div><\/ul><\/div><button type=\"button\" style=\"text-decoration: none\" id=\"wphal-key\" onclick=\"visibilitekey('wphal-keys','keysuite', 'trikeywords'); return false;\">Liste compl\u00e8te<\/button><\/div>\n        <div class=\"display\" id=\"wphal-auteurs\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Auteurs<\/h3><span id=\"triauteurs\"><button type=\"button\" class=\"trial\" id=\"triaut\" onclick=\"toggleSort(this, true, 'wphal-aut', 'auteursuite', 'triaut'); return false;\" style=\"font-size:16px;text-decoration: none\">Tri Alphab\u00e9tique<\/button><button type=\"button\" class=\"trioc\" id=\"trinbaut\" onclick=\"toggleSort(this, false, 'wphal-aut', 'auteursuite', 'trinbaut'); return false;\" style=\"font-size:16px;text-decoration: none\">Tri Occurrence<\/button><\/span><ul class=\"wphal-auteurs\" style=\"list-style-type: none\"><div id=\"wphal-aut\"><li class=\"metadata\" data-percentage=\"3\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1144654+AND+anrProjectId_i:(109995)\" target=\"_blank\">Ky Jo\u00ebl Roman<\/a><span class=\"wphal-nbmetadata\">3<\/span><\/li><li class=\"metadata\" data-percentage=\"3\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1936+AND+anrProjectId_i:(109995)\" target=\"_blank\">Lahmadi Abdelkader<\/a><span class=\"wphal-nbmetadata\">3<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:760720+AND+anrProjectId_i:(109995)\" target=\"_blank\">Boutaba Raouf<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:991329+AND+anrProjectId_i:(109995)\" target=\"_blank\">Mathieu Bertrand<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authLastNameFirstName_s:%22Diab+Tayeb%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Diab Tayeb<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authLastNameFirstName_s:%22Lahmadi+Abdelkader%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Lahmadi Abdelkader<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authLastNameFirstName_s:%22Rojas+Rodriguez+Jhon+Sebastian%22+AND+anrProjectId_i:(109995)\" target=\"_blank\">Rojas Rodriguez Jhon Sebastian<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1197638+AND+anrProjectId_i:(109995)\" target=\"_blank\">Wang Minqi<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1215413+AND+anrProjectId_i:(109995)\" target=\"_blank\">Graiet Mohamed<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:15234+AND+anrProjectId_i:(109995)\" target=\"_blank\">Piamrat Kandaraj<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><div id=\"auteursuite\" style=\"display:none\"><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1538552+AND+anrProjectId_i:(109995)\" target=\"_blank\">Gonzalez Carlos<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1572994+AND+anrProjectId_i:(109995)\" target=\"_blank\">Marrot Nicolas<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1601702+AND+anrProjectId_i:(109995)\" target=\"_blank\">Atwi Ahmad<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:1633801+AND+anrProjectId_i:(109995)\" target=\"_blank\">Boucha Aymene<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:5215+AND+anrProjectId_i:(109995)\" target=\"_blank\">Rusinowitch Micha\u00ebl<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:8562+AND+anrProjectId_i:(109995)\" target=\"_blank\">Sudholt Mario<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><img decoding=\"async\" alt=\"user\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/\/img\/user.svg\" style=\"width:16px;margin-left:2px;margin-right:2px\" \/><a href=\"https:\/\/hal.science\/search\/index\/?q=authIdPerson_i:8562+AND+anrProjectId_i:(109995)\" target=\"_blank\">S\u00fcdholt Mario<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><\/div><\/div><\/ul><button type=\"button\" style=\"text-decoration: none\" id=\"wphal-auteur\" onclick=\"visibilite('auteursuite'); return false;\">Liste compl\u00e8te<\/button><\/div>\n        <div class=\"display\" id=\"wphal-affiliated\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Auteurs de la structure<\/h3><\/div>\n        <div class=\"display\" id=\"wphal-revues\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Revues<\/h3><\/div>\n        <div class=\"display\" id=\"wphal-annees\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Ann\u00e9e de production<\/h3><\/div>\n        <div class=\"display\" id=\"wphal-insts\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Institutions<\/h3><span id=\"triinsts\"><button type=\"button\" class=\"trial\" id=\"triinst\" onclick=\"toggleSort(this, true, 'wphal-institu', 'instsuite', 'triinst');  return false;\" style=\"font-size:16px;text-decoration: none\">Tri Alphab\u00e9tique<\/button><button type=\"button\" class=\"trioc\" id=\"trinbinst\" onclick=\"toggleSort(this, false, 'wphal-institu', 'instsuite', 'trinbinst'); return false;\" style=\"font-size:16px;text-decoration: none\">Tri Occurrence<\/button><\/span><ul class=\"wphal-insts\"><div id=\"wphal-institu\"><li class=\"metadata\" data-percentage=\"7\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:300009+AND+anrProjectId_i:(109995)\" target=\"_blank\">Institut National de Recherche en Informatique et en Automatique<\/a><span class=\"wphal-nbmetadata\">7<\/span><\/li><li class=\"metadata\" data-percentage=\"5\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:411575+AND+anrProjectId_i:(109995)\" target=\"_blank\">CentraleSup\u00e9lec<\/a><span class=\"wphal-nbmetadata\">5<\/span><\/li><li class=\"metadata\" data-percentage=\"5\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:413289+AND+anrProjectId_i:(109995)\" target=\"_blank\">Universit\u00e9 de Lorraine<\/a><span class=\"wphal-nbmetadata\">5<\/span><\/li><li class=\"metadata\" data-percentage=\"3\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:1079675+AND+anrProjectId_i:(109995)\" target=\"_blank\">Orange Innovation<\/a><span class=\"wphal-nbmetadata\">3<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:1083400+AND+anrProjectId_i:(109995)\" target=\"_blank\">Nantes Universit\u00e9 - p\u00f4le Sciences et technologie<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:1086798+AND+anrProjectId_i:(109995)\" target=\"_blank\">NANTES UNIVERSIT\u00c9 - \u00c9cole Centrale de Nantes<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:1087506+AND+anrProjectId_i:(109995)\" target=\"_blank\">Orange S.A.<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:301081+AND+anrProjectId_i:(109995)\" target=\"_blank\">University of Waterloo [Waterloo]<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"2\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:481355+AND+anrProjectId_i:(109995)\" target=\"_blank\">IMT Atlantique<\/a><span class=\"wphal-nbmetadata\">2<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:301513+AND+anrProjectId_i:(109995)\" target=\"_blank\">Universit\u00e9 Mustapha Stambouli de Mascara = University Mustapha Stambouli of Mascara<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><div id=\"instsuite\" style=\"display:none\"><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:366875+AND+anrProjectId_i:(109995)\" target=\"_blank\">Universit\u00e9 du Luxembourg = University of Luxembourg = Universit\u00e4t Luxemburg<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><li class=\"metadata\" data-percentage=\"1\"><a href=\"https:\/\/hal.science\/search\/index\/?q=instStructId_i:408954+AND+anrProjectId_i:(109995)\" target=\"_blank\">Institut Sup\u00e9rieur d'Informatique et de Math\u00e9matiques de Monastir<\/a><span class=\"wphal-nbmetadata\">1<\/span><\/li><\/div><\/div><\/ul><button type=\"button\" style=\"text-decoration: none\" id=\"wphal-inst\" onclick=\"visibiliteinst('instsuite'); return false;\">Liste compl\u00e8te<\/button><\/div>\n       <div class=\"display\" id=\"wphal-labs\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">Laboratoires<\/h3><\/div>\n       <div class=\"display\" id=\"wphal-depts\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">D\u00e9partements<\/h3><\/div>\n       <div class=\"display\" id=\"wphal-equipes\" style=\"display: none\">\n            <h3 class=\"wphal-titre\">\u00c9quipes de recherche<\/h3><\/div>\n    <div class=\"display\" id=\"publications\"><div class=\"counter-doc\"><span class=\"wphal-nbtot\">7 <\/span>documents<\/div><br><div class=\"grp-div\"><h3 class=\"wphal-titre-groupe\">Communications dans un congr\u00e8s<span class=\"wphal-nbmetadata\" style=\"margin-left:10px\">6 documents<\/span><\/h3><div class=\"grp-content\"><ul><li>Jhon Sebastian Rojas Rodriguez, Abdelkader Lahmadi, Micha\u00ebl Rusinowitch. CauseRL: Reinforcement Learning-based Random Walks for Root Cause Analysis in Microservices. <i>41st ACM\/SIGAPP Symposium On Applied Computing<\/i>, Mar 2026, Thessaloniki, Greece. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1145\/3748522.3779836\">&#x27E8;10.1145\/3748522.3779836&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/inria.hal.science\/hal-05589750v1\">&#x27E8;hal-05589750&#x27E9;<\/a><\/li><li>Aymene Boucha, Carlos Gonzalez, Kandaraj Piamrat, Mario Sudholt. A model for Distributed Machine Learning. <i>UCC 2025 - IEEE\/ACM 18th International Conference on Utility and Cloud Computing<\/i>, Dec 2025, Nantes, France. pp.1-2, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1145\/3773274.3774671\">&#x27E8;10.1145\/3773274.3774671&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-05460554v1\">&#x27E8;hal-05460554&#x27E9;<\/a><\/li><li>Ahmad Atwi, Abdelkader Lahmadi. LLM-Driven Causal Discovery for Monitoring Metrics in Computing Continuum Systems: A Comparative Study. <i>LCN 2025 - IEEE 50th Conference on Local Computer Networks<\/i>, Oct 2025, Sydney, Australia. pp.1-8, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/LCN65610.2025.11146314\">&#x27E8;10.1109\/LCN65610.2025.11146314&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-05343924v2\">&#x27E8;hal-05343924v2&#x27E9;<\/a><\/li><li>Jo\u00ebl Roman Ky, Bertrand Mathieu, Abdelkader Lahmadi, Minqi Wang, Nicolas Marrot, et al.. RAID: Root cause Anomaly Identification and Diagnosis. <i>ECML PKDD 2025 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases<\/i>, Sep 2025, Porto (Portugal), Portugal. pp.438-455, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1007\/978-3-662-72243-5_25\">&#x27E8;10.1007\/978-3-662-72243-5_25&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-05219367v1\">&#x27E8;hal-05219367&#x27E9;<\/a><\/li><li>Tayeb Diab, Mohamed Graiet, Mario S\u00fcdholt. Declarative, generic definition and effective implementation of transfer learning algorithms. <i>AIAI 2025 - 21st International Conference on Artificial Intelligence Applications and Innovations<\/i>, Jun 2025, Limassol, Cyprus. pp.1-14. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-05005665v3\">&#x27E8;hal-05005665&#x27E9;<\/a><\/li><li>Jo\u00ebl Roman Ky, Bertrand Mathieu, Abdelkader Lahmadi, Raouf Boutaba. CATS: Contrastive learning for Anomaly detection in Time Series. <i>2024 IEEE International Conference on Big Data (Big Data)<\/i>, IEEE, Dec 2024, Washinghton DC, United States. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/BigData62323.2024.10825476\">&#x27E8;10.1109\/BigData62323.2024.10825476&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04881349v1\">&#x27E8;hal-04881349&#x27E9;<\/a><\/li><\/ul><\/div><\/div><br><div class=\"grp-div\"><h3 class=\"wphal-titre-groupe\">Th\u00e8ses<span class=\"wphal-nbmetadata\" style=\"margin-left:10px\">1 document<\/span><\/h3><div class=\"grp-content\"><ul><li>Jo\u00ebl Roman Ky. Anomaly Detection and Root Cause Diagnosis for Low-Latency Applications in Time-Varying Capacity Networks. Computer Science [cs]. Universit\u00e9 de Lorraine, 2025. English. <a target=\"_blank\" href=\"https:\/\/www.theses.fr\/2025LORR0026\">&#x27E8;NNT : 2025LORR0026&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/theses.hal.science\/tel-05077121v1\">&#x27E8;tel-05077121&#x27E9;<\/a><\/li><\/ul><\/div><\/div><br><\/div>\n    <\/div>\n<\/div><div class=\"wphal-footer\"><p style=\"color:#B3B2B0\">Documents r\u00e9cup\u00e9r\u00e9s de l'archive ouverte HAL&nbsp;<a href=\"https:\/\/hal.science\/\" target=\"_blank\"><img decoding=\"async\" alt=\"logo\" src=\"https:\/\/pepr-cloud.fr\/wp-content\/plugins\/hal\/img\/logo-hal.png\" style=\"width:90px\"><\/a><\/p><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-css-opacity has-background is-style-wide\" style=\"background-color:#223bc0;color:#223bc0\"\/>\n\n\n\n<p class=\"has-text-align-center has-large-font-size\">Other <strong>projects<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-829b1d53 wp-block-columns-is-layout-flex\" style=\"margin-bottom:0\">\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-68dd525217fd62eb28820cab1ff53195 is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Archi-CESAM-Inria-0287-050-2.jpg\" alt=\"\" class=\"wp-image-768\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Archi-CESAM-Inria-0287-050-2.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Archi-CESAM-Inria-0287-050-2-300x200.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Archi-CESAM-Inria-0287-050-2-768x512.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Archi-CESAM-Inria-0287-050-2-150x100.jpg 150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"family\" style=\"font-size:40px\"><strong>Archi-CESAM<\/strong><\/h2>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\" style=\"line-height:1.5\">Efficient and safe converged architecture based on near-memory gas pedals \/ Archi-CESAM<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-archi-cesam\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-5f8640e0eb568eed5994f00e388ac229 is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-large background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria-1024x768.jpg\" alt=\"\" class=\"wp-image-765\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria-1024x768.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria-300x225.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria-768x576.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria-1536x1152.jpg 1536w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria-150x113.jpg 150w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/CareCloud-Inria.jpg 2016w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"single\" style=\"font-size:40px\"><strong>CARECloud<\/strong><\/h2>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color\" style=\"font-size:16px;line-height:1.5\">Understanding, improving and reducing the environmental impact of cloud computing<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-carecloud\/\" style=\"border-radius:15px;font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-35f911ed53f39a26ff29dc2c1c3257de is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Diva-Inria-0356-235.jpg\" alt=\"\" class=\"wp-image-771\" title=\"\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Diva-Inria-0356-235.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Diva-Inria-0356-235-300x200.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Diva-Inria-0356-235-768x512.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Diva-Inria-0356-235-150x100.jpg 150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"patron\" style=\"font-size:40px\"><strong>DiVa<\/strong><\/h2>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\">Virtualized disaggregation<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-diva\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-829b1d53 wp-block-columns-is-layout-flex\" style=\"margin-bottom:0\">\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-b0151ee53dc59b40bb4f150e19357ebe is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Silecs-Inria-0356-242.jpg\" alt=\"\" class=\"wp-image-791\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Silecs-Inria-0356-242.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Silecs-Inria-0356-242-300x200.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Silecs-Inria-0356-242-768x512.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Silecs-Inria-0356-242-150x100.jpg 150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"family\" style=\"font-size:40px\"><strong>SILECS<\/strong><\/h2>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\" style=\"line-height:1.5\">Super Infrastructure for Large-Scale&nbsp;Experimental&nbsp;Computer Science for Cloud\/Edge\/IoT<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-silecs\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-text-color has-link-color wp-elements-79abb0f4f869f6a7216799431a4dc05b is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"family\" style=\"font-size:50px\">PEPR Cloud <strong>Projects<\/strong><\/h2>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-516f17d3d450efeef3cb1a58a5e1655d is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Spirec-INRIA.jpg\" alt=\"\" class=\"wp-image-793\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Spirec-INRIA.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Spirec-INRIA-300x200.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Spirec-INRIA-768x512.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Spirec-INRIA-150x100.jpg 150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"patron\" style=\"font-size:40px\"><strong>SPIREC<\/strong><\/h2>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\">Multi-level supervision and prediction for geo-distributed and heterogeneous infrastructures in the Cloud\/Edge\/IoT continuum<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-spirec\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-829b1d53 wp-block-columns-is-layout-flex\" style=\"margin-bottom:0\">\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-8f7d014e8ebbbd16248c52953b1b5e52 is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"681\" height=\"1024\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Steel-INRIA-CDR0040-1983.jpg\" alt=\"\" class=\"wp-image-795\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Steel-INRIA-CDR0040-1983.jpg 681w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Steel-INRIA-CDR0040-1983-200x300.jpg 200w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Steel-INRIA-CDR0040-1983-100x150.jpg 100w\" sizes=\"auto, (max-width: 681px) 100vw, 681px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"single\" style=\"font-size:40px\"><strong>STEEL<\/strong><\/h2>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\" style=\"line-height:1.5\">Efficient and secure data storage and processing on cloud-based infrastructures<\/p>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-steel\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-bd41c0dc4927c0b859bb00f19eddc871 is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Taranis-INRIA.jpg\" alt=\"\" class=\"wp-image-786\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/07\/Taranis-INRIA.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Taranis-INRIA-300x200.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Taranis-INRIA-768x512.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/07\/Taranis-INRIA-150x100.jpg 150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"single\" style=\"font-size:40px\"><strong>TARANIS<\/strong><\/h2>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\" style=\"line-height:1.5\">Model, deploy, orchestrate and optimize cloud applications and infrastructures<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-taranis\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column hvr-float animate__animated animation-on-viewport viewport:fadeIn has-text-color has-link-color wp-elements-e5d3a029866f4fcf5d2812d2fb9f3b39 is-layout-flow wp-block-column-is-layout-flow\" style=\"color:#000000;padding-top:2em;padding-right:2em;padding-bottom:2em;padding-left:2em\">\n<figure class=\"wp-block-image size-full background-card-home\"><a href=\"https:\/\/pepr-cloud.fr\/files\/2024\/09\/TRUSTINCloudS.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepr-cloud.fr\/files\/2024\/09\/TRUSTINCloudS.jpg\" alt=\"\" class=\"wp-image-1767\" srcset=\"https:\/\/pepr-cloud.fr\/files\/2024\/09\/TRUSTINCloudS.jpg 1024w, https:\/\/pepr-cloud.fr\/files\/2024\/09\/TRUSTINCloudS-300x200.jpg 300w, https:\/\/pepr-cloud.fr\/files\/2024\/09\/TRUSTINCloudS-768x512.jpg 768w, https:\/\/pepr-cloud.fr\/files\/2024\/09\/TRUSTINCloudS-150x100.jpg 150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div class=\"wp-block-group text-card-home\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color\" id=\"family\" style=\"font-size:40px\"><strong>TrustinCloudS<\/strong><\/h2>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size\" style=\"line-height:1.5\">Cloud infrastructure security<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons alignfull is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link has-black-color has-white-background-color has-text-color has-background has-custom-font-size wp-element-button\" href=\"https:\/\/pepr-cloud.fr\/en\/project-trustinclouds\/\" style=\"font-size:17px\"><strong>Read more<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Multi-level supervision and prediction for geo-distributed, heterogeneous infrastructures in the Cloud\/Edge\/IoT continuum &#8212; Preview Define methods, using distributed machine learning in particular, to enable their efficient management, provide means of securing them and ensure a variety of QoS properties. Mario S\u00fcdholt, Professor IMT Keywords : Supervision, prediction, mitigation; heterogeneous multi-level\u2026<\/p>\n<p> <a class=\"continue-reading-link\" href=\"https:\/\/pepr-cloud.fr\/en\/project-spirec\/\"><span>Continuer la lecture<\/span><i class=\"crycon-right-dir\"><\/i><\/a> <\/p>\n","protected":false},"author":2468,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_mc_calendar":[],"footnotes":""},"class_list":["post-1128","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/pages\/1128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/users\/2468"}],"replies":[{"embeddable":true,"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/comments?post=1128"}],"version-history":[{"count":69,"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/pages\/1128\/revisions"}],"predecessor-version":[{"id":4935,"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/pages\/1128\/revisions\/4935"}],"wp:attachment":[{"href":"https:\/\/pepr-cloud.fr\/en\/wp-json\/wp\/v2\/media?parent=1128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}