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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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Probabilistic error analysis of limited-precision stochastic rounding

 El-Mehdi El Arar , Massimiliano Fasi , Silviu-Ioan Filip , Mantas Mikaitis
University of Leeds; Inria Rennes - Bretagne Atlantique. 2024, pp.1-21
Rapport hal-04665809v2

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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AdaQAT: Adaptive Bit-Width Quantization-Aware Training

 Cédric Gernigon , Silviu-Ioan Filip , Olivier Sentieys , Clément Coggiola , Mickael Bruno
IEEE 6th International Conference on AI Circuits and Systems (AICAS), 2024, Abu Dhabi, United Arab Emirates
Communication dans un congrès hal-04549245v1
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Error Analysis of Sum-Product Algorithms under Stochastic Rounding

 Pablo de Oliveira Castro , El-Mehdi El Arar , Eric Petit , Devan Sohier
2024
Pré-publication, Document de travail hal-04787542v2
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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
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A Stochastic Rounding-Enabled Low-Precision Floating-Point MAC for DNN Training

 Sami Ben Ali , Silviu-Ioan Filip , Olivier Sentieys
DATE 2024 - 27th IEEE/ACM Design, Automation and Test in Europe, Mar 2024, Valencia, Spain. pp.1-6
Communication dans un congrès hal-04380270v3

Graph Coarsening with Message-Passing Guarantees

 Antonin Joly , Nicolas Keriven
Advances in Neural Information Processing Systems (NeurIPS), 2024, Vancouver, Canada
Communication dans un congrès hal-04617519v1
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