Léo Lavaur
- SErvices and Data mANagement (SEDAN)
- Université du Luxembourg = University of Luxembourg = Universität Luxemburg (uni.lu)
- Interdisciplinary Centre for Security, Reliability and Trust (SnT)
Domaines de recherche
Publications
Publications
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Investigating the Impact of Label-flipping Attacks against Federated Learning for Collaborative Intrusion DetectionComputers & Security, 2025, 156, pp.104462. ⟨10.1016/j.cose.2025.104462⟩ |
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The Evolution of Federated Learning-based Intrusion Detection and Mitigation: a SurveyIEEE Transactions on Network and Service Management, 2022, 19 (3), pp.2309-2332. ⟨10.1109/TNSM.2022.3177512⟩ |
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Constraint-based Network Topology Generation for Evaluating Federated Intrusion Detection Systems1st International Workshop on Assessment with New methodologies, Unified Benchmarks, and environments, of Intrusion detection and response Systems (ANUBIS), Sep 2025, Toulouse, France |
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Federated Learning and Network Security: Foundations, Potential, and Resilience45th IEEE International Conference on Distributed Computing Systems (ICDCS), Jul 2025, Glasgow, United Kingdom |
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Apprentissage fédéré cherche modèles de qualité, bonne réputation exigée27ème Rencontre Francophone sur les Aspects Algorithmiques des Télécommunications (AlgoTel), Jun 2025, Saint Valéry-sur-Somme, France |
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WaterLLMarks: In-data User Tracing for Distributed LLMaaS Environments2025 IEEE International Conference on Distributed computing Systems (ICDCS), Jul 2025, Glasgow, United Kingdom |
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Systematic Analysis of Label-flipping Attacks against Federated Learning in Collaborative Intrusion Detection SystemsThe 19th International Conference on Availability, Reliability and Security, Jul 2024, Vienna, Austria. ⟨10.1145/3664476.3670434⟩ |
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Demo: Highlighting the Limits of Federated Learning in Intrusion DetectionICDCS 2024: IEEE 44th International Conference on Distributed Computing Systems, IEEE, Jul 2024, Jersey City, NJ, United States. ⟨10.1109/ICDCS60910.2024.00135⟩ |
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RADAR: Model Quality Assessment for Reputation-aware Collaborative Federated LearningSRDS 2024: 43rd International Symposium on Reliable Distributed Systems, Sep 2024, Charlotte (NC), United States. ⟨10.1109/SRDS64841.2024.00030⟩ |
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Tutorial: Federated Learning × Security for Network MonitoringICDCSW 2024: IEEE 44th International Conference on Distributed Computing Systems Workshops, IEEE, Jul 2024, Jersey City, NJ, United States. ⟨10.1109/ICDCSW63686.2024.00008⟩ |
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Tutorial: Federated Learning × Security in Network Managements14th IEEE International Conference on Network of the Future, IEEE ComSoc, Oct 2023, Izmir, Turkey |
Metrics and Strategies for Adversarial Mitigation in Federated Learning-based Intrusion DetectionRESSI 2023 : Rendez-vous de la Recherche et de l'Enseignement de la Sécurité des Systèmes d'Information, May 2023, Neuvy-sur-Barangeon, France |
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Federated Learning as enabler for Collaborative Security between not Fully-Trusting Distributed PartiesC&ESAR 2022 - 29th Computer & Electronics Security Application Rendezvous, Nov 2022, Rennes, France. pp.1-16 |
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Federated security approaches for IT and OTSSLR 2021 - Journée thématique du GT sur la Sécurité des Systèmes, Logiciels et Réseaux, May 2021, online, France. pp.1-2 |