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Acceleration Methods

Alexandre d'Aspremont , Damien Scieur , Adrien Taylor
5 (1-2), pp.1-245, 2021, Foundations and Trends® in Optimization
Books hal-03154589v1
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Prot-A-GAN: Automatic Protein Function Annotation using GAN-inspired Knowledge Graph Embedding

Bishnu Sarker , Marie-Dominique Devignes , Guy Wolf , Sabeur Aridhi
ICML 2021 - Workshop on Computational Biology, Jul 2021, Virtual, United States
Conference papers hal-03541255v1

SpeechBrain: A General-Purpose Speech Toolkit

Titouan Parcollet , Mirco Ravanelli , Peter Plantinga , Aku Rouhe , Samuele Cornell et al.
2022
Preprints, Working Papers, ... hal-03601303v1
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Scattering Networks for Hybrid Representation Learning

Edouard Oyallon , Sergey Zagoruyko , Gabriel Huang , Nikos Komodakis , Simon Lacoste-Julien et al.
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018, pp.11. ⟨10.1109/TPAMI.2018.2855738⟩
Journal articles hal-01837587v1
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The default mode network in cognition: a topographical perspective

Jonathan Smallwood , Boris Bernhardt , Robert Leech , Danilo Bzdok , Elizabeth Jefferies et al.
Nature Reviews Neuroscience, 2021, 22 (8), pp.503-513. ⟨10.1038/s41583-021-00474-4⟩
Journal articles hal-03437896v1
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International electronic health record-derived COVID-19 clinical course profiles: the 4CE consortium

Gabriel A. Brat , Griffin M. Weber , Nils Gehlenborg , Paul Avillach , Nathan P. Palmer et al.
npj Digital Medicine, 2020, 3 (1), pp.#109. ⟨10.1038/s41746-020-00308-0⟩
Journal articles hal-02918344v1

Continuum: Simple Management of Complex Continual Learning Scenarios

Arthur Douillard , Timothée Lesort
CVPR Workshop, Jun 2021, Nashville, United States
Conference papers hal-03503833v1
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Learning Anonymized Representations with Adversarial Neural Networks

Clément Feutry , Pablo Piantanida , Yoshua Bengio , Pierre Duhamel
2022
Preprints, Working Papers, ... hal-01742447v2
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Codiversification of gut microbiota with humans

Taichi Suzuki , J. Liam Fitzstevens , Victor Schmidt , Hagay Enav , Kelsey Huus et al.
Science, 2022, 377 (6612), pp.1328-1332. ⟨10.1126/science.abm7759⟩
Journal articles hal-03796464v1
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The Unreasonable Effectiveness of Patches in Deep Convolutional Kernels Methods

Louis Thiry , Michael Arbel , Eugene Belilovsky , Edouard Oyallon
International Conference on Learning Representation (ICLR 2021), 2021, Vienna (online), Austria
Conference papers hal-03114389v1
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An Index Coding Approach to Caching With Uncoded Cache Placement

Kai Wan , Daniela Tuninetti , Pablo Piantanida
IEEE Transactions on Information Theory, 2020, 66 (3), pp.1318-1332. ⟨10.1109/tit.2020.2967753⟩
Journal articles hal-02951659v1
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The Secret Key Capacity of a Class of Noisy Channels with Correlated Sources

Germán Bassi , Pablo Piantanida , Shlomo Shamai
Entropy, 2019, 21 (8), pp.732. ⟨10.3390/e21080732⟩
Journal articles hal-02940461v1
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Coupling Oceanic Observation Systems to Study Mesoscale Ocean Dynamics

Gautier Cosne , Guillaume Maze , Pierre Tandeo
NeurIPS 2019 : 33rd Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Conference papers hal-02928416v1

Practical Riemannian Neural Networks

Gaétan Marceau-Caron , Yann Ollivier
2016
Preprints, Working Papers, ... hal-01695102v1
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Comparing linear structure-based and data-driven latent spatial representations for sequence prediction

Myriam Bontonou , Carlos Lassance , Vincent Gripon , Nicolas Farrugia
SPIE Optical Engineering + Applications, Aug 2019, San Diego, United States. ⟨10.1117/12.2528450⟩
Conference papers hal-02189734v1

BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization

Miloš Nikolić , Ghouthi Boukli Hacene , Ciaran Bannon , Alberto Delmas Lascorz , Matthieu Courbariaux et al.
2020
Preprints, Working Papers, ... hal-02487489v1
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Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers

Loren Lugosch , Piyush Papreja , Mirco Ravanelli , Abdelwahab Heba , Titouan Parcollet et al.
35th Conference on Neural Information Processing Systems (NeurIPS 2021) Track on Datasets and Benchmarks., Dec 2021, Virtual, Canada. pp.1-11
Conference papers hal-03601281v1

Super-Acceleration with Cyclical Step-sizes

Baptiste Goujaud , Damien Scieur , Aymeric Dieuleveut , Adrien Taylor , Fabian Pedregosa et al.
2021
Preprints, Working Papers, ... hal-03377367v1
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Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims

Miles Brundage , Shahar Avin , Jasmine Wang , Haydn Belfield , Gretchen Krueger et al.
2020
Preprints, Working Papers, ... hal-03065927v1
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Beyond L1: Faster and Better Sparse Models with skglm

Quentin Bertrand , Quentin Klopfenstein , Pierre-Antoine Bannier , Gauthier Gidel , Mathurin Massias et al.
NeurIPS, Nov 2022, New Orleans, United States
Conference papers hal-03819082v1
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Surface micropatterning for the formation of an in vitro functional endothelial model for cell-based biosensors

Zhor Khadir , Victor Schmidt , Kevin Chabot , Jean-François Bryche , Ulrike Froehlich et al.
Biosensors and Bioelectronics, 2022, pp.114481. ⟨10.1016/j.bios.2022.114481⟩
Journal articles hal-03708055v1
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MemSE: Fast MSE Prediction for Noisy Memristor-Based DNN Accelerators

Jonathan Kern , Sébastien Henwood , Gonçalo Mordido , Elsa Dupraz , Abdeldjalil Aissa El Bey et al.
IEEE international Conference on Artificial Intelligence Circuits and Systems (AICAS) 2022, Jun 2022, Incheon, South Korea
Conference papers hal-03654471v1

Decoupled Greedy Learning of CNNs

Eugene Belilovsky , Michael Eickenberg , Edouard Oyallon
International Conference on Machine Learning, Jul 2020, Vienna (virtual), Austria. pp.5368-5377
Conference papers hal-02945327v1
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NeuMiss networks: differentiable programming for supervised learning with missing values

Marine Le Morvan , Julie Josse , Thomas Moreau , Erwan Scornet , Gaël Varoquaux et al.
NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtual, Canada
Conference papers hal-02888867v3
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Linear predictor on linearly-generated data with missing values: non consistency and solutions

Marine Le Morvan , Nicolas Prost , Julie Josse , Erwan Scornet , Gaël Varoquaux et al.
AISTATS 2020 - International Conference on Artificial Intelligence and Statistics, Aug 2020, Online, France. pp.3165-3174
Conference papers hal-02464569v2

Natural Langevin Dynamics for Neural Networks

Yann Ollivier , Gaétan Marceau-Caron
GSI 2017 - 3rd conference on Geometric Science of Information, Nov 2017, Paris, France. pp.451-459, ⟨10.1007/978-3-319-68445-1_53⟩
Conference papers hal-01655949v1
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NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results

Dustin Carrión-Ojeda , Hong Chen , Adrian El Baz , Sergio Escalera , Chaoyu Guan et al.
Meta-Knowledge Transfer/Communication in Different Systems, Sep 2022, Grenoble, France
Conference papers hal-03765151v1
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A Comparative Study of Gamma Markov Chains for Temporal Non-Negative Factorization

Louis Filstroff , Olivier Gouvert , Cédric Févotte , Olivier Cappé
IEEE Transactions on Signal Processing, 2021, ⟨10.1109/TSP.2021.3060000⟩
Journal articles hal-02883800v3
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Early Transcriptional Changes in Rabies Virus-Infected Neurons and Their Impact on Neuronal Functions

Seonhee Kim , Florence Larrous , Hugo Varet , Rachel Legendre , Lena Feige et al.
Frontiers in Microbiology, 2021, 12, pp.730892. ⟨10.3389/fmicb.2021.730892⟩
Journal articles pasteur-03506986v1
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DADAO: Decoupled Accelerated Decentralized Asynchronous Optimization

Adel Nabli , Edouard Oyallon
2023
Preprints, Working Papers, ... hal-03737694v2