Profil personnel
Personal profile
Goran Frehse is a professor in the team Hybrid System Semantics (SSH) and serves as the director of the Computer Science and Systems Engineering department (U2IS) of ENSTA Paris.
His research focuses on the safety of cyber-physical systems, including systems driven by artificial intelligence. In particular, he is interested in the application of formal methods, coming from software analysis, to dynamical systems described by a combination of discrete events and differential equations, also referred to as hybrid systems. His research topics include:
- Modeling dynamical systems and specifying their desired behavior,
- Formally verifying dynamical systems through model-checking and reachability analysis,
- Semi-formal verification techniques such as statistical model checking,
- Monitoring and supervision of AI-based control systems,
- Verifiably safe reinforcement learning.
Research Interests
Intérêts de la recherche
Qualification académique
HDR (PhD Supervision Credentials)
Empreinte digitale
- 1 Profils similaires
Collaborations et principaux domaines de recherche des cinq dernières années
Résultat de recherche
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Enhancing Concept Localization in CLIP-based Concept Bottleneck Models
Kazmierczak, R., Azzolin, S., Berthier, E., Frehse, G. & Franchi, G., 1 janv. 2026, Dans: Transactions on Machine Learning Research. 2026-JanuaryRésultats de recherche: Contribution à un journal › Article › Revue par des pairs
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Explainability and vision foundation models: A survey
Kazmierczak, R., Berthier, E., Frehse, G. & Franchi, G., 1 oct. 2025, Dans: Information Fusion. 122, 103184.Résultats de recherche: Contribution à un journal › Article › Revue par des pairs
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The ARCH-COMP Friendly Verification Competition for Continuous and Hybrid Systems
Abate, A., Althoff, M., Bu, L., Ernst, G., Frehse, G., Geretti, L., Johnson, T. T., Menghi, C., Mitsch, S., Schupp, S. & Soudjani, S., 1 janv. 2025, TOOLympics Challenge 2023 - Updates, Results, Successes of the Formal-Methods Competitions. Beyer, D., Hartmanns, A. & Kordon, F. (eds.). Springer Science and Business Media Deutschland GmbH, p. 1-37 37 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; Vol 14550 LNCS).Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collection › Contribution à une conférence › Revue par des pairs
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CLIP-QDA: An Explainable Concept Bottleneck Model
Kazmierczak, R., Berthier, E., Frehse, G. & Franchi, G., 1 janv. 2024, Dans: Transactions on Machine Learning Research. 2024Résultats de recherche: Contribution à un journal › Article › Revue par des pairs
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ON DOUBLE DESCENT IN REINFORCEMENT LEARNING WITH LSTD AND RANDOM FEATURES
Brellmann, D., Berthier, E., Filliat, D. & Frehse, G., 1 janv. 2024.Résultats de recherche: Contribution à une conférence › Papier › Revue par des pairs
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Robust Deterministic Abstractions for Supervising Discrete-Time Continuous Systems
Priser, G., Vanneaux, E. & Frehse, G., 1 janv. 2024, Reachability Problems - 18th International Conference, RP 2024, Proceedings. Kovács, L. & Sokolova, A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 187-202 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol 15050 LNCS).Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collection › Contribution à une conférence › Revue par des pairs
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Data-driven Reachability using Christoffel Functions and Conformal Prediction
Tebjou, A., Frehse, G. & Chamroukhi, F., 1 janv. 2023, Dans: Proceedings of Machine Learning Research. 204, p. 194-213 20 p.Résultats de recherche: Contribution à un journal › Article de conférence › Revue par des pairs
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Fourier Features in Reinforcement Learning with Neural Networks
Brellmann, D., Filliat, D. & Frehse, G., 1 janv. 2023, Dans: Transactions on Machine Learning Research. 2023Résultats de recherche: Contribution à un journal › Article › Revue par des pairs
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ARCH-COMP22 Category Report: Hybrid Systems with Piecewise Constant Dynamics and Bounded Model Checking
Bu, L., Frehse, G., Kundu, A., Ray, R., Shi, Y. & Zaffanella, E., 1 janv. 2022, Dans: EPiC Series in Computing. 90, p. 44-57 14 p.Résultats de recherche: Contribution à un journal › Article de conférence › Revue par des pairs
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Decomposing reach set computations with low-dimensional sets and high-dimensional matrices (extended version)
Bogomolov, S., Forets, M., Frehse, G., Podelski, A. & Schilling, C., 1 nov. 2022, Dans: Information and Computation. 289, 104937.Résultats de recherche: Contribution à un journal › Article › Revue par des pairs
Accès ouvert