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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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Building a Subspace of Policies for Scalable Continual Learning

Jean-Baptiste Gaya , Thang Doan , Lucas Caccia , Laure Soulier , Ludovic Denoyer , et al.
International Conference of Learning Representations, May 2023, Kigali, Rwanda
Conference papers hal-04169933v1

Super-Acceleration with Cyclical Step-sizes

Baptiste Goujaud , Damien Scieur , Aymeric Dieuleveut , Adrien Taylor , Fabian Pedregosa
2021
Preprints, Working Papers, ... hal-03377367v1
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Beyond L1: Faster and Better Sparse Models with skglm

Quentin Bertrand , Quentin Klopfenstein , Pierre-Antoine Bannier , Gauthier Gidel , Mathurin Massias
36th Conference on Neural Information Processing Systems (NeurIPS 2022), Nov 2022, New Orleans, United States
Conference papers hal-03819082v1

Interpolated Adversarial Training: Achieving Robust Neural Networks without Sacrificing Too Much Accuracy

Alex Lamb , Vikas Verma , Kenji Kawaguchi , Alexander Matyasko , Savya Khosla , et al.
Neural Networks, 2022, 154, pp.218-233. ⟨10.1016/j.neunet.2022.07.012⟩
Journal articles hal-03809932v1

MaskEval: Weighted MLM-Based Evaluation for Text Summarization and Simplification

Yu Lu Liu , Rachel Bawden , Thomas Scialom , Benoît Sagot , Jackie Chi Kit Cheung
2022
Preprints, Working Papers, ... hal-03834733v1
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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, 214, pp.114481. ⟨10.1016/j.bios.2022.114481⟩
Journal articles hal-03708055v1

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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Speech Recognition with Quaternion Neural Networks

Titouan Parcollet , Mirco Ravanelli , Mohamed Morchid , Georges Linares , Renato de Mori
NIPS 2018 - IRASL Workshop, Dec 2018, Montréal, Canada
Conference papers hal-02107651v1
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Analyzing Brain Networks in Population Neuroscience: A Case for the Bayesian Philosophy

Danilo Bzdok , Dorothea Floris , Andre Marquand
Philosophical Transactions of the Royal Society of London. B (1887–1895), 2020
Journal articles hal-02447507v1
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Detecting covariate shift with Black Box predictors

Florence Alberge , Clément Feutry , Pierre Duhamel , Pablo Piantanida
International Conference on Telecommunications (ICT 2019), Apr 2019, Hanoi, Vietnam. ⟨10.1109/ICT.2019.8798827⟩
Conference papers hal-02172275v3
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Accounting for variance in machine learning benchmarks

Xavier Bouthillier , Pierre Delaunay , Mirko Bronzi , Assya Trofimov , Brennan Nichyporuk , et al.
MLsys 2021 - 4th Conference on Machine Learning and Systems, Apr 2021, San Francisco (virtual), United States
Conference papers hal-03177159v1
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AI as statistical methods for imperfect theories

Gaël Varoquaux
NeurIPS 2021 - 35th Conference on Neural Information Processing Systems. Workshop: AI for Science, Dec 2021, Virtual, France
Conference papers hal-03474791v2

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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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
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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
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Attention Based Pruning for Shift Networks

Ghouthi Boukli Hacene , Carlos Lassance , Vincent Gripon , Matthieu Courbariaux , Yoshua Bengio
ICPR 2020: 25th International Conference on Pattern Recognition, Jan 2021, Milan (virtual), Italy. pp.4054-4061, ⟨10.1109/ICPR48806.2021.9412859⟩
Conference papers hal-03238771v1
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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
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
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Population modeling with machine learning can enhance measures of mental health

Kamalaker Dadi , Gaël Varoquaux , Josselin Houenou , Danilo Bzdok , Bertrand Thirion , et al.
Journal articles hal-03470466v1
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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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Predictive pattern classification can distinguish gender identity subtypes from behavior and brain imaging

Benjamin Clemens , Birgit Derntl , Elke Smith , Jessica Junger , Josef Neulen , et al.
Cerebral Cortex, 2020
Journal articles hal-02467344v1
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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
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Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists

Hao-Ting Wang , Jonathan Smallwood , Janaina Mourao-Miranda , Cedric Huchuan Xia , Theodore D Satterthwaite , et al.
NeuroImage, 2020
Journal articles hal-02541124v1

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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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

Practical Riemannian Neural Networks

Gaétan Marceau-Caron , Yann Ollivier
2016
Preprints, Working Papers, ... hal-01695102v1
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Can Forward Gradient Match Backpropagation?

Louis Fournier , Stéphane Rivaud , Eugene Belilovsky , Michael Eickenberg , Edouard Oyallon
Fortieth International Conference on Machine Learning, Jul 2023, Honolulu (Hawaii), USA, United States
Conference papers hal-04119829v1

Prediction, Not Association, Paves the Road to Precision Medicine

Danilo Bzdok , Gael Varoquaux , Ewout Steyerberg
JAMA Psychiatry, 2021, 78 (2), pp.127. ⟨10.1001/jamapsychiatry.2020.2549⟩
Journal articles hal-03357297v1
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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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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