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A PAC-Bayesian Link Between Generalisation and Flat Minima

Maxime Haddouche , Paul Viallard , Umut Şimşekli , Benjamin Guedj
2024
Pré-publication, Document de travail hal-04455639v1

Keep the Momentum: Conservation Laws beyond Euclidean Gradient Flows

Sibylle Marcotte , Rémi Gribonval , Gabriel Peyré
41st International Conference on Machine Learning, Jul 2024, Vienna, Austria
Communication dans un congrès hal-04590932v1
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Monotonicity and the Precision of Program Analysis

Marco Campion , Mila Dalla Preda , Roberto Giacobazzi , Caterina Urban
Proceedings of the ACM on Programming Languages, 2024, 8 (POPL), pp.1629-1662. ⟨10.1145/3632897⟩
Article dans une revue hal-04423578v1
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Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm

Batiste Le Bars , Aurélien Bellet , Marc Tommasi , Kevin Scaman , Giovanni Neglia
ICML 2024 - The Forty-first International Conference on Machine Learning, Jul 2024, Vienne, Austria
Communication dans un congrès hal-04611418v1

Tighter Generalisation Bounds via Interpolation

Paul Viallard , Maxime Haddouche , Umut Şimşekli , Benjamin Guedj
2024
Pré-publication, Document de travail hal-04456925v1
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Abstract Interpretation-Based Feature Importance for Support Vector Machines

Abhinandan Pal , Francesco Ranzato , Caterina Urban , Marco Zanella
25th International Conference on Verification, Model Checking, and Abstract Interpretation (VMCAI 2024), Jan 2024, London, United Kingdom. pp.27-49, ⟨10.1007/978-3-031-50524-9_2⟩
Communication dans un congrès hal-04378817v1
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Expressive Losses for Verified Robustness via Convex Combinations

Alessandro De Palma , Rudy Bunel , Krishnamurthy Dvijotham , M Pawan Kumar , Robert Stanforth , et al.
ICLR 2024 - International Conference on Learning Representations, May 2024, Vienna, Austria
Communication dans un congrès hal-04511820v1

Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models

Marien Renaud , Jiaming Liu , Valentin de Bortoli , Andrés Almansa , Ulugbek Kamilov
(ICLR 2024) The Twelfth International Conference on Learning Representations, May 2024, Wien, Austria
Communication dans un congrès hal-04307874v1
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Activations in Low Precision with High Accuracy

Tom Hubrecht , Orégane Desrentes , Florent de Dinechin
2024
Pré-publication, Document de travail hal-04776745v1
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Quantitative Static Timing Analysis

Denis Mazzucato , Marco Campion , Caterina Urban
31st Static Analysis Symposium (SAS 2024), Roberto Giacobazzi; Alessandra Gorla; Marco Campion, Oct 2024, Pasadena, CA, United States
Communication dans un congrès hal-04669723v1
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Quantitative Input Usage Static Analysis

Denis Mazzucato , Marco Campion , Caterina Urban
NASA Formal Methods 2024, Jun 2024, Moffett Field (CA), United States. pp.79-98, ⟨10.1007/978-3-031-60698-4_5⟩
Communication dans un congrès hal-04339001v3
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Optimization with First Order Algorithms

Charles Dossal , Samuel Hurault , Nicolas Papadakis
2024
Pré-publication, Document de travail hal-04755998v1
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Verification of Geometric Robustness of Neural Networks via Piecewise Linear Approximation and Lipschitz Optimisation

Ben Batten , Yang Zheng , Alessandro De Palma , Panagiotis Kouvaros , Alessio Lomuscio
ECAI 2024 - European Conference on Artificial Intelligence, Oct 2024, Santiago de Compostela, Spain
Communication dans un congrès hal-04727955v1