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CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning Models

Romain Xu-Darme , Aymeric Varasse , Alban Grastien , Julien Girard , Zakaria Chihani
xAI 2024 - The 2nd World Conference on eXplainable Artificial Intelligence, Jul 2024, La valette, Malta. pp.TBD
Communication dans un congrès cea-04688217v2
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Differentiable Owen Scrambling

Bastien Doignies , David Coeurjolly , Nicolas Bonneel , Julie Digne , Jean-Claude Iehl , et al.
ACM Transactions on Graphics, 2024, proceeding of Siggraph ASIA 2024, 43 (6), pp.255. ⟨10.1145/3687764⟩
Article dans une revue hal-04721127v1
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On Sparsity and Sub-Gaussianity in the Johnson-Lindenstrauss Lemma

Aurélien Garivier , Emmanuel Pilliat
2024
Pré-publication, Document de travail hal-04690731v2
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The computational complexity of finding second-order stationary points

Andreas Kontogiannis , Vasilis Pollatos , Sotiris Kanellopoulos , Panayotis Mertikopoulos , Aris Pagourtzis , et al.
ICML 2024 - 41st International Conference on Machine Learning, Jul 2024, Vienna, Austria
Communication dans un congrès hal-04629307v1
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A geometric decomposition of finite games: Convergence vs. recurrence under exponential weights

Davide Legacci , Panayotis Mertikopoulos , Bary Pradelski
ICML 2024 - 41st International Conference on Machine Learning, Jul 2024, Vienna, Austria
Communication dans un congrès hal-04629310v1
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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
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Joint structure-texture low dimensional modeling for image decomposition with a plug and play framework

Antoine Guennec , Jean-François Aujol , Yann Traonmilin
2024
Pré-publication, Document de travail hal-04648963v2

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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Combining Weight Approximation, Sharing and Retraining for Neural Network Model Compression

Prachi Kashikar , Olivier Sentieys , Sharad Sinha
ACM Transactions on Embedded Computing Systems (TECS), 2024, 23, pp.1 - 23. ⟨10.1145/3687466⟩
Article dans une revue hal-04764621v1
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What is the long-run distribution of stochastic gradient descent? A large deviations analysis

Waïss Azizian , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
ICML 2024 - 41st International Conference on Machine Learning, Jul 2024, Vienna, Austria. pp.1-70
Communication dans un congrès hal-04629305v1

When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning

Naheed Anjum Arafat , Debabrota Basu , Yulia Gel , Yuzhou Chen
2024
Pré-publication, Document de travail hal-04708183v1
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Reconstructing discrete measures from projections. Consequences on the empirical Sliced Wasserstein Distance

Eloi Tanguy , Rémi Flamary , Julie Delon
Comptes Rendus. Mathématique, 2024, 362, pp.1121--1129
Article dans une revue hal-04232769v2
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Supra-Laplacian Encoding for Transformer on Dynamic Graphs

Yannis Karmim , Marc Lafon , Raphaël Fournier S'Niehotta , Nicolas Thome
The Thirty-eighth Annual Conference on Neural Information Processing Systems, Dec 2024, Vancouver (CA), Canada
Communication dans un congrès hal-04785441v1
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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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Discrete-to-continuous crystalline curvature flows

Antonin Chambolle , Daniele de Gennaro , Massimiliano Morini
2024
Pré-publication, Document de travail hal-04500307v2
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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
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Gradient correlation is needed to accelerate SGD with momentum

Julien Hermant , Marien Renaud , Jean-François Aujol , Charles Dossal , Aude Rondepierre
2024
Pré-publication, Document de travail hal-04728121v1
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Fast inference with Kronecker-sparse matrices

Antoine Gonon , Léon Zheng , Pascal Carrivain , Quoc-Tung Le
2024
Pré-publication, Document de travail hal-04584450v4

Learning to Explore with Lagrangians for Bandits under Unknown Linear Constraints

Udvas Das , Debabrota Basu
Seventeenth European Workshop on Reinforcement Learning (EWRL), Oct 2024, Toulouse, France
Communication dans un congrès hal-04784911v1
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LOCOST: State-Space Models for Long Document Abstractive Summarization

Florian Le Bronnec , Song Duong , Mathieu Ravaut , Alexandre Allauzen , Nancy F. Chen , et al.
European Chapter of the Association for Computational Linguistics (EACL), Mar 2024, St. Julian’s, Malta
Communication dans un congrès hal-04438465v1
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Robust risk management via multi-marginal optimal transport

Quentin Mérigot , Luca Nenna , Hamza Ennaji , Brendan Pass
2022
Pré-publication, Document de travail hal-03852245v1

FLIPHAT: Joint Differential Privacy for High Dimensional Sparse Linear Bandits

Sunrit Chakraborty , Saptarshi Roy , Debabrota Basu
2024
Pré-publication, Document de travail hal-04615697v1
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Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges

Audrey Poinsot , Alessandro Leite , Nicolas Chesneau , Michele Sebag , Marc Schoenauer
IJCAI 2024 - Thirty-Third International Joint Conference on Artificial Intelligence, Aug 2024, Jeju, South Korea. pp.8207-8215, ⟨10.24963/ijcai.2024/907⟩
Communication dans un congrès hal-04706985v1
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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

Differentially Private Best-Arm Identification

Achraf Azize , Marc Jourdan , Aymen Al Marjani , Debabrota Basu
2024
Pré-publication, Document de travail hal-04615690v1

CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption

Shubhada Agrawal , Timothée Mathieu , Debabrota Basu , Odalric-Ambrym Maillard
International Conference on Algorithmic Learning Theory (ALT), Feb 2024, San Diego (CA), United States. pp.74-124
Communication dans un congrès hal-04260464v1

Complexity Analysis of Regularization Methods for Implicitly Constrained Least Squares

Akwum Onwunta , Clément Royer
Journal of Scientific Computing, 2024, 101 (3), pp.54. ⟨10.1007/s10915-024-02691-2⟩
Article dans une revue hal-04745284v1
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The rate of convergence of Bregman proximal methods: Local geometry vs. regularity vs. sharpness

Waïss Azizian , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
SIAM Journal on Optimization, 2024, 34 (3), pp.2440-2471. ⟨10.1137/23M1580218⟩
Article dans une revue hal-04307796v1
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On the discrete-time origins of the replicator dynamics: From convergence to instability and chaos

Fryderyk Falniowski , Panayotis Mertikopoulos
2024
Pré-publication, Document de travail hal-04629311v1
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Quick or cheap? Breaking points in dynamic markets

Panayotis Mertikopoulos , Heinrich H Nax , Bary S R Pradelski
Journal of Mathematical Economics, 2024, 112, pp.102987. ⟨10.1016/j.jmateco.2024.102987⟩
Article dans une revue hal-04664218v1