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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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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

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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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

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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Approximate Fault-Tolerant Neural Network Systems

Marcello Traiola , Salvatore Pappalardo , Ali Piri , Annachiara Ruospo , Bastien Deveautour , et al.
ETS 2024 - 29th IEEE European Test Symposium, May 2024, La Haye, Netherlands. pp.1-10, ⟨10.1109/ETS61313.2024.10567290⟩
Communication dans un congrès hal-04674818v1

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

Measuring Exploration in Reinforcement Learning via Optimal Transport in Policy Space

Reabetswe M. Nkhumise , Debabrota Basu , Tony J. Prescott , Aditya Gilra
2024
Pré-publication, Document de travail hal-04702986v1
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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

Active Fourier Auditor for Estimating Distributional Properties of ML Models

Ayoub Ajarra , Bishwamittra Ghosh , Debabrota Basu
2024
Pré-publication, Document de travail hal-04733059v1

Concentrated Differential Privacy for Bandits

Achraf Azize , Debabrota Basu
2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML), IEEE, Apr 2024, Toronto, Canada. pp.78-109, ⟨10.1109/SaTML59370.2024.00013⟩
Communication dans un congrès hal-04611650v1
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Towards optimal algorithms for the recovery of low-dimensional models with linear rates

Yann Traonmilin , Jean François Aujol , Antoine Guennec
2024
Pré-publication, Document de travail hal-04725337v1

Dynamical-VAE-based Hindsight to Learn the Causal Dynamics of Factored-POMDPs

Chao Han , Debabrota Basu , Michael Mangan , Eleni Vasilaki , Aditya Gilra
2024
Pré-publication, Document de travail hal-04785076v1

Low dimensional representation of multi-patient flow cytometry datasets using optimal transport for minimal residual disease detection in leukemia

Erell Gachon , Jérémie Bigot , Elsa Cazelles , Aguirre Mimoun , Jean-Philippe Vial
2024
Pré-publication, Document de travail hal-04661639v1
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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