138 citations
- Institut National Polytechnique de ToulouseFR11 papers
- Laboratoire d'Informatique, de Robotique et de Microélectronique de MontpellierFR11 papers
- Université de MontpellierFR5 papers
- Centre National de la Recherche ScientifiqueFR4 papers
- Agropolis InternationalFR2 papers
- Centre de Coopération Internationale en Recherche Agronomique pour le DéveloppementFR2 papers
- Institut Montpelliérain Alexander GrothendieckFR2 papers
- Institut national de recherche en sciences et technologies du numériqueFR2 papers
- Institut National de Recherche pour l'Agriculture, l'Alimentation et l'EnvironnementFR2 papers
- Télécom ParisFR2 papers
- Université Paris-SaclayFR2 papers
- AgroécologieFR1 paper
4 papers · 1 filter
Optimal checkpointing for heterogeneous chains: how to train deep neural networks with limited memory
Julien Herrmann, Olivier Beaumont, Lionel Eyraud-Dubois +3
This paper introduces a new activation checkpointing method which allows to significantly decrease memory usage when training Deep Neural Networks with the back-propagation algorit…
Current knowledge and future research opportunities for modeling annual crop mixtures. A review
Noémie Gaudio, Abraham J. Escobar-Gutiérrez, Pierre Casadebaig +18
Growing mixtures of annual arable crop species or genotypes is a promising way to improve crop production without increasing agricultural inputs. To design optimal crop mixtures, c…
Speech enhancement with variational autoencoders and alpha-stable distributions
Simon Leglaive, Umut Simsekli, Antoine Liutkus +2
This paper focuses on single-channel semi-supervised speech enhancement. We learn a speaker-independent deep generative speech model using the framework of variational autoencoders…
Efficient Matrix Profile Computation Using Different Distance Functions
Reza Akbarinia, Bertrand Cloez
Matrix profile has been recently proposed as a promising technique to the problem of all-pairs-similarity search on time series. Efficient algorithms have been proposed for computi…