Benjamin Guedj
87
Documents
Publications
Publications
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Réflexions sur l'usage de l'IA générative pour les métiers de la rechercheInria. 2025, pp.1-10
Rapport
hal-05187992
v1
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Franco-British Data Society : Women in STEM – Shaping the Future of AI and EducationFranco-British Data Society and British Embassy in Paris. 2025
Rapport
hal-05287237
v2
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Reflections on the Use of Generative AI for Research ProfessionsInria. 2025
Rapport
hal-05188001
v2
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Indicateurs de suivi de l'activité scientifique de l'Inria[Rapport de recherche] Inria. 2020
Rapport
(rapport de recherche)
hal-03033764
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A PAC-Bayesian Link Between Generalisation and Flat MinimaALT 2025 - 36th International Conference on Algorithmic Learning Theory, Feb 2025, Milan, Italy. pp.1-31
Communication dans un congrès
hal-04455639
v2
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Generalisation under gradient descent via deterministic PAC-BayesALT 2025 - Association for Learning Theory, Feb 2025, Milan, Italy
Communication dans un congrès
hal-03815146
v2
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Learning via Surrogate PAC-BayesNeurIPS 2024, Dec 2024, Vancouver, Canada
Communication dans un congrès
hal-04731841
v2
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Controlling Multiple Errors Simultaneously with a PAC-Bayes BoundNeurIPS 2024 - Annual Conference on Neural Information Processing Systems, Dec 2024, Vancouver, Canada
Communication dans un congrès
hal-03573458
v1
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Learning via Wasserstein-Based High Probability Generalisation BoundsNeurIPS 2023 Workshop on Optimal Transport and Machine Learning (OTML'23), Dec 2023, New Orleans, United States. ⟨10.48550/arXiv.2306.04375⟩
Communication dans un congrès
hal-04273718
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Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization BoundCAp 2022, Jul 2022, Vannes, France
Communication dans un congrès
hal-03703804
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Tighter PAC-Bayes Generalisation Bounds by Leveraging Example DifficultyAISTATS 2023 - 26th International Conference on Artificial Intelligence and Statistics, Apr 2023, Valencia, Spain
Communication dans un congrès
hal-03953307
v1
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Active links density in the Voter Model with zealotsConference on Complex Systems 2022, Oct 2022, Palma de Mallorca, Spain
Communication dans un congrès
hal-04010520
v1
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KSD Aggregated Goodness-of-fit TestConference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès
hal-03554423
v2
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On Margins and Derandomisation in PAC-BayesAISTATS 2022 - 25th International Conference on Artificial Intelligence and Statistics, Mar 2022, Valencia, Spain
Communication dans un congrès
hal-03282597
v2
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Recommendation of content to mitigate the echo chamber effectConference on Complex Systems, Oct 2022, Palma de Mallorca, Spain
Communication dans un congrès
hal-04010528
v1
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On PAC-Bayesian reconstruction guarantees for VAEs25th International Conference on Artificial Intelligence and Statistics (AISTATS) 2022, Mar 2022, Valencia / Virtual, Spain
Communication dans un congrès
hal-03587178
v1
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Opening up echo chambers via optimal content recommendationThe 11th International Conference on Complex Networks and their Applications (CNA'22), Nov 2022, Palermo, Italy
Communication dans un congrès
hal-03691800
v1
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Efficient Aggregated Kernel Tests using Incomplete U-statisticsConference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès
hal-03701416
v1
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Progress in Self-Certified Neural NetworksNeurIPS 2021 - Conference on Neural Information Processing Systems. Session Workshop : Bayesian Deep Learning, Dec 2021, Virtual, United Kingdom. ⟨10.48550/arXiv.2111.07737⟩
Communication dans un congrès
hal-03430821
v1
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Online $k$-means ClusteringAISTATS 2021 - The 24th International Conference on Artificial Intelligence and Statistics, Apr 2021, Virtual, France. ⟨10.48550/arXiv.1909.06861⟩
Communication dans un congrès
hal-02401290
v1
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Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization BoundNeurIPS, 2021, Online, France. ⟨10.5555/3540261.3540296⟩
Communication dans un congrès
hal-03278470
v1
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Towards control of opinion diversity by introducing zealots into a polarised social groupComplex Networks and Their Applications X, Nov 2021, Madrid, Spain. ⟨10.1007/978-3-030-93413-2_29⟩
Communication dans un congrès
hal-02872161
v3
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PAC-Bayesian Bound for the Conditional Value at RiskNeurIPS 2020, Dec 2020, Vancouver / Virtual, Canada
Communication dans un congrès
hal-02883728
v1
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Non-linear aggregation of filters to improve image denoisingComputing Conference 2020, Jul 2020, London, United Kingdom
Communication dans un congrès
hal-02086856
v2
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PAC-Bayesian Contrastive Unsupervised Representation LearningUAI 2020 - Conference on Uncertainty in Artificial Intelligence, Aug 2020, Toronto, Canada
Communication dans un congrès
hal-02401282
v1
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Revisiting clustering as matrix factorisation on the Stiefel manifoldLOD 2020 - the Sixth International Conference on Machine Learning, Optimisation and Data Science, Jul 2020, Siena, Italy
Communication dans un congrès
hal-02064396
v1
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Decentralized learning with budgeted network load using Gaussian copulas and classifier ensemblesECML-PKDD, Decentralized Machine Learning at the Edge Workshop, Sep 2019, Wurzburg, Germany. ⟨10.1007/978-3-030-43823-4_26⟩
Communication dans un congrès
hal-01779989
v1
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Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural NetworksNeurIPS 2019 - Thirty-third Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Communication dans un congrès
hal-02139432
v2
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PAC-Bayes Un-Expected Bernstein InequalityNeurIPS 2019, Dec 2019, Vancouver, Canada
Communication dans un congrès
hal-02401295
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Pitfalls in Mixtures from the Clustering AngleWorking Group on Model-Based Clustering Summer Session, Jul 2016, Paris, France
Communication dans un congrès
hal-01419755
v1
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VarBUQ: Bayesian uncertainty quantification for anaerobic digestion models18. IWA World Conference on Anaerobic Digestion (AD18), Jun 2024, Istanbul, Turkey. pp.AD-172
Poster de conférence
hal-04644598
v1
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Cluster-Specific Predictions with Multi-Task Gaussian ProcessesInternational Conference on Machine Learning, Jul 2023, Honolulu, United States.
Poster de conférence
hal-04910480
v1
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Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural NetworksML with guarantees -- NeurIPS 2019 workshop, Dec 2019, Vancouver, Canada
Poster de conférence
hal-02482354
v1
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Covid-19 and AI: Unexpected Challenges and Lessons2021
Autre publication scientifique
hal-03277494
v2
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A Primer on PAC-Bayesian LearningICML 2019 - Thirty-sixth International Conference on Machine Learning, Jun 2019, Long Beach, United States. 2019
Document associé à des manifestations scientifiques
hal-02537094
v1
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Aggregation of estimators and classifiers : theory and methodsStatistics Theory [stat.TH]. Université Pierre et Marie Curie - Paris VI, 2013. English. ⟨NNT : ⟩
Thèse
tel-00922353
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