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Alex Hernández-García
Alex Hernández-García
Mila, Université de Montréal
Verified email at mila.quebec - Homepage
Title
Cited by
Cited by
Year
Data augmentation instead of explicit regularization
A Hernández-García, P König
arXiv preprint arXiv:1806.03852, 2018
1692018
Further advantages of data augmentation on convolutional neural networks
A Hernández-García, P König
Artificial Neural Networks and Machine Learning–ICANN 2018: 27th …, 2018
1292018
Biological Sequence Design with GFlowNets
M Jain, E Bengio, A Hernandez-Garcia, J Rector-Brooks, BFP Dossou, ...
International Conference on Machine Learning, 9786-9801, 2022
942022
Do deep nets really need weight decay and dropout?
A Hernández-García, P König
arXiv preprint arXiv:1802.07042, 2018
412018
A theory of continuous generative flow networks
S Lahlou, T Deleu, P Lemos, D Zhang, A Volokhova, A Hernández-Garcıa, ...
International Conference on Machine Learning, 18269-18300, 2023
372023
Multi-objective gflownets
M Jain, SC Raparthy, A Hernández-Garcı́a, J Rector-Brooks, Y Bengio, ...
International Conference on Machine Learning, 14631-14653, 2023
312023
GFlowNets for AI-driven scientific discovery
M Jain, T Deleu, J Hartford, CH Liu, A Hernandez-Garcia, Y Bengio
Digital Discovery, 2023
242023
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning
AS Luccioni, A Hernandez-Garcia
arXiv preprint arXiv:2302.08476, 2023
232023
Benchmark of data processing methods and machine learning models for gut microbiome-based diagnosis of inflammatory bowel disease
R Kubinski, JY Djamen-Kepaou, T Zhanabaev, A Hernandez-Garcia, ...
Frontiers in Genetics 13, 2022
152022
Succeeding metadata based annotation scheme and visual tips for the automatic assessment of video aesthetic quality in car commercials
F Fernández-Martínez, A Hernández-García, FD de María
Expert Systems with Applications 42 (1), 293-305, 2015
142015
Faenet: Frame averaging equivariant gnn for materials modeling
AA Duval, V Schmidt, A Hernández-Garcı́a, S Miret, FD Malliaros, ...
International Conference on Machine Learning, 9013-9033, 2023
132023
Emotion and attention: predicting electrodermal activity through video visual descriptors
A Hernández-García, F Fernández-Martínez, F Díaz-de-María
Proceedings of the International Conference on Web Intelligence, 914-923, 2017
132017
Learning robust visual representations using data augmentation invariance
A Hernández-García, P König, TC Kietzmann
arXiv preprint arXiv:1906.04547, 2019
122019
Deep neural networks trained with heavier data augmentation learn features closer to representations in hIT
A Hernández-García, J Mehrer, N Kriegeskorte, P König, TC Kietzmann
Conference on Cognitive Computational Neuroscience, 2018
122018
Generating physically-consistent high-resolution climate data with hard-constrained neural networks
P Harder, Q Yang, V Ramesh, P Sattigeri, A Hernandez-Garcia, C Watson, ...
arXiv preprint arXiv:2208.05424 18, 109-122, 2022
112022
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
V Schmidt, AS Luccioni, M Teng, T Zhang, A Reynaud, S Raghupathi, ...
arXiv preprint arXiv:2110.02871, 2021
112021
Combining audio-visual features for viewers' perception classification of Youtube car commercials
F Fernández-Martínez, A Hernández-García, A Gallardo-Antolín, ...
International Speech Communication Association., 2014
92014
Data augmentation and image understanding
A Hernandez-Garcia
arXiv preprint arXiv:2012.14185, 2020
72020
PhAST: Physics-Aware, Scalable, and Task-specific GNNs for Accelerated Catalyst Design
A Duval, V Schmidt, S Miret, Y Bengio, A Hernández-García, D Rolnick
arXiv preprint arXiv:2211.12020, 2022
62022
Emotion and attention: Audiovisual models for group-level skin response recognition in short movies
Á García-Faura, A Hernández-García, F Fernández-Martínez, ...
Web Intelligence 17 (1), 29-40, 2019
62019
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