Guillaume MULLER
Présentation
Enseignant chercheur à l’École des Mines, Guillaume Muller a d’abord mené des recherches dans le domaine de l'Intelligence Artificielle Distribuée (Systèmes Multi-Agent Ouverts et Décentralisés) pendant une dizaine d'années, avant de mener une trasition vers le milieu industriel et la data-science, pendant une seconde dizaine d'années. Il mélange aujourd’hui ces approches de l'Intelligence Artificielle dans une forme d'apprentissage, le Federated Learning, où il s'intéresse particulièrement à 2 aspects : le respect de la vie privée et la frugalité.
Domaines de recherche
Compétences
Publications
Publications
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Federated Semi-Supervised Learning for Attack Detection in Industrial Internet of ThingsIEEE Transactions on Industrial Informatics, 2023, 19 (1), pp.286-295. ⟨10.1109/TII.2022.3156642⟩ |
Federated Learning-Based Semi-Supervised IDS for Medical IoT18th International Conference on Agents and Artificial Intelligence (ICAART 2026), Mar 2026, Marbella, Spain |
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Federated Learning–Based Semi-Supervised IDS for Medical IoTICAART 2026 - 18th International Conference on Agents and Artificial Intelligence, Mar 2026, Marbella, Spain, Spain |
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Optimization of the Intensity Aware Loss for Dynamic Facial Expression Recognition2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), Dec 2024, Macao, China. pp.1-5, ⟨10.1109/APSIPAASC63619.2025.10848666⟩ |
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Assessing Agentic AI & AI Agents Concepts and Platforms through the lens of Traditional Multi-Agent Systems Principles28th European Conference on Artificial Intelligence (ECAI 2025), Oct 2025, Bologne, Italy. pp.3607 - 3613 |
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Using (Traditional) Multi-Agent principles to suggest improvements for Agentic AI platformsAgent Toolkits Community Session : The 22nd European Conference on Multi-Agent Systems - EUMAS 2025, Sep 2025, Bucharest, Romania |
Intelligence Artificielle en entreprise : applications et limitesDéjeuner des indépendant(e)s, Jun 2024, La Fouillouse, France |
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Systèmes Multi-Agents et Federated LearningSystèmes Multi-Agents et Federated Learning, Laboratoire des Sciences et Techniques de l'information de la Communication et de la Connaissance (Lab-STICC), Dec 2024, Brest, France |
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PEFSL: A deployment Pipeline for Embedded Few-Shot Learning on a FPGA SoCISCAS 2024 : IEEE International Symposium on Circuits and Systems, May 2024, Singapore, Singapore. ⟨10.1109/ISCAS58744.2024.10557995⟩ |
Intelligence Artificielle & apprentissage “Fédéré”Festival du numérique responsable, Mines Saint-Etienne, Mar 2024, Saint-Etienne, France |
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Intelligence ? Artificielle ?Conférence/atelier sur l’Intelligence Artificielle La Maison Rouge Saint-Étienne, Jan 2024, Saint- Etienne, France |
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Intelligence ? Artificielle ?Intelligence ? Artificielle ?, AGIRabcd Loire, May 2024, Saint-Etienne, France |
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Pedagogical use of Generative AIsJournée de l'Institut Henri Fayol, Feb 2024, Saint-Etienne, France |
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KEMASS : jumeau (numérique) multi-agent amélioré par les connaissances pour la prise en charge de la planification énergétiqueJFSMA 2024 : 32èmes Journées Francophones sur les Systèmes Multi-Agents, Nov 2024, Cargèse, France |
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Cybersécurité. Qui fait quoi ? Comment se protéger ?Conférence sur la Cyber-Sécurité, Université pour Tous d'Aurec-sur-Loire, Jan 2024, Aurec-sur-Loire, France |
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Intelligence ArtificielleCLEO Club d'entrepreneurs de l'Ondaine : l’Intelligence Artificielle, Apr 2024, Roche La Molière, France |
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FLoCoRA: Federated Learning Compression With Low-Rank AdaptationEUSIPCO 2024: 32nd European Signal Processing Conference, Aug 2024, Lyon, France. ⟨10.23919/EUSIPCO63174.2024.10715461⟩ |
Federated learningWebinaire Data-AI@IMT, IMT, Apr 2024, On line, France |
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Intelligence Artificielle, menaces et opportunités pour les entreprisesBiennale Réseau Entreprendre, Oct 2023, Saint-Etienne, France |
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RoboTwin: Combining Digital Twin and Artificial Intelligence Domains for Controlling Robots in Industry 4.0KES-AMSTA 2023: Agents and Multi-agent Systems: Technologies and Applications 2023, Jun 2023, Rome, Italy. pp.15-25, ⟨10.1007/978-981-99-3068-5_2⟩ |
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Federated learning compression designed for lightweight communicationsICECS 2023: IEEE 30th International Conference on Electronics, Circuits and Systems, Dec 2023, Istanbul, Turkey. ⟨10.1109/ICECS58634.2023.10382717⟩ |
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Compression de réseaux de neurones pour l'apprentissage fédéréGRETSI 2023 : XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble, France |
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FLUIDS: Federated Learning with semi-supervised approach for Intrusion Detection SystemIEEE Consumer Communications & Networking Conference (CCNC), Jan 2022, Los Angeles (virtual), United States. ⟨10.1109/CCNC49033.2022.9700632⟩ |
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Détection d'intrusions fédérée et semi-supervisée pour l'IoTPlate-Forme Intelligence Artificielle : Internet des Objets et Intelligence Artificielle, Jun 2022, Saint-Etienne, France |
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Intrusion detection for Softwarized Networks with Semi-supervised Federated LearningICC 2022 - IEEE International Conference on Communications, Jun 2022, Seoul, South Korea. pp.5244-5249, ⟨10.1109/ICC45855.2022.9839042⟩ |
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A Peer-to-Peer Normative System to Achieve Social OrderCOIN: Coordination, Organisation, Institutions and Norms in agent systems, Aug 2006, Riva del Garda, Italy. pp.274-289, ⟨10.1007/978-3-540-74459-7_18⟩ |
The agent reputation and trust (ART) testbed18th Belgium-Netherlands Conference on Artificial Intelligence (BNAIC 2006), Oct 2006, Namur, Belgium. pp.449-450 |
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A peer-to-peer normative system to achieve social orderAAMAS06 Workshop on Coordination, Organization, Institutions and Norms in agent systems (COIN'06), May 2006, Hakodate, Japan |
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Le banc d'essais ART (Agent Reputation and Trust) pour les modèles de confianceJournées Francophones Systèmes Multi-Agents (JFSMA'05), Nov 2005, Calais, France. pp.175-178 |
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A Trust Model for the Reliability of Agent CommunicationsWorkshop Trust in Agent Societies (AAMAS05), Jul 2005, Utrecht, Netherlands |
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The Agent Reputation and Trust (ART) Testbed ArchitectureThe Fourth International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS-2005), Workshop on Trust in Agent Societies, Jul 2005, Utrecht, Belgium. pp.50-62 |
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A Specification of the Agent Reputation and Trust (ART) Testbed: Experimentation and Competition for Trust in Agent SocietiesThe Fourth International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS-2005), Jul 2005, Utrecht, Belgium |
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Détection décentralisée d'agents menteursJFSMA 04 - Douxièmes journées francophones sur les systèmes multi-agents, Nov 2004, Paris, France. pp 243-248 |
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Liar Detection within Agent CommunicationsSecond international workshop on Logic and Communication in Multi-Agent Systems, Aug 2004, Nancy, France. pp 4-16 |
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Towards a General Definition Of Trust and its Application to Openness in MASWorkshop on Trust and Reputation in Multi-Agent Systems : AAMAS 03, Jul 2003, Melbourne, Australia. 8p |
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Predicting algorithm for GRFS after allogeneic hematopoietic stem cell transplantation: A study by the SFGM-TCThe 67th ASH Annual Meeting, Dec 2025, Orlando, United States. blood, 146 (Supplement 1), pp.4299-4299, 2025, ⟨10.1182/blood-2025-4299⟩ |
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Compression Study on Federated LearningAssemblée Générale 2023 du GdR ISIS, May 2023, Lyon, France |
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Détection d’intrusions fédérée et semi-supervisée pour l’IoTPlate-Forme Intelligence Artificielle PFIA 2022, Jun 2022, Saint-Etienne, France |
Engineering Multi-Agent Systems and Generative AI: Report from the Agent Toolkits 2025 Community SessionAgent Toolkits Community Session : The 22nd European Conference on Multi-Agent Systems - EUMAS 2025, Sep 2025, Bucharest, Romania. pp.25, 2025 |
KEMASS: Knowledge-Enhanced Multi-Agent simulation for energy Scheduling SupportMulti-Agent-Based Simulation XXV, 15583, Springer Nature Switzerland, pp.57-69, 2025, Lecture Notes in Computer Science, ⟨10.1007/978-3-031-88017-9_5⟩ |
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A Peer-to-Peer Normative System to Achieve Social OrderCoordination, Organizations, Institutions, and Norms in Agent Systems II, 4386, Springer, pp.274-292, 2007, Lecture Notes in Computer Science |
The Agent Reputation and Trust (ART) testbedTrust Management, Springer Berlin / Heidelberg, pp.439-442, 2006, Lecture Notes in Computer Science, Vol. 3986 |
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Using Social Commitments to Control the Agents' Freedom of SpeechR. van Eijk and R. Flores and M.-P. Huget. Agent Communication II, Springer Berlin / Heidelberg, pp.109-123, 2005, Lecture Notes in Computer Science, Vol. 3859 |
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The Agent Reputation and Trust (ART) testbed architectureB.López, J. Meléndez, P. Radeva, and J. Vitrià,editors. Artificial Intelligence Research and Development, volume 131 of Frontiers in Artificial Intelligence and Applications, IOS Press, pp.389-396, 2005 |
Informatique personnelle : quelles menaces, quelles protections ?2026 |
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Quelles perspectives pour l’IA agentique?2025 |
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Federated Intrusion Detection in Medical IoT: Client-Side Feature Learning with Variational Autoencoders vs Autoencoders2025 |
L.I.A.R.: Achieving Social Control in Open and Decentralised Multi-Agent SystemsMines Saint-Etienne. 2008 |
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Utilisation de normes et de réputations pour détecter et sanctionner les contradictions - Contribution au contrôle social des interactions dans les systèmes multi-agents ouverts et décentralisésAutre [cs.OH]. Ecole Nationale Supérieure des Mines de Saint-Etienne, 2006. Français. ⟨NNT : ⟩ |