332 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- École Normale Supérieure Paris-SaclayFR60 papers
- École Normale Supérieure - PSLFR47 papers
- Centre National de la Recherche ScientifiqueFR38 papers
- Université Paris-SaclayFR31 papers
- CentraleSupélecFR9 papers
- Laboratoire Méthodes FormellesFR8 papers
- Centre BorelliFR7 papers
- Institut national de recherche en sciences et technologies du numériqueFR5 papers
- Laboratoire de Mécanique Paris-SaclayFR5 papers
- Laboratoire Interdisciplinaire des Sciences du NumériqueFR5 papers
- University of CambridgeGB5 papers
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR4 papers
Showing 2023 · cs.LGShow all
2 papers · 2 filters
cs.LG2023
Approximate Heavy Tails in Offline (Multi-Pass) Stochastic Gradient Descent
Krunoslav Lehman Pavasovic, Alain Durmus, Umut Simsekli
A recent line of empirical studies has demonstrated that SGD might exhibit a heavy-tailed behavior in practical settings, and the heaviness of the tails might correlate with the ov…
cs.LG2023★ 1 cited
Leveraging Ensemble Diversity for Robust Self-Training in the Presence of Sample Selection Bias
Ambroise Odonnat, Vasilii Feofanov, Ievgen Redko
Self-training is a well-known approach for semi-supervised learning. It consists of iteratively assigning pseudo-labels to unlabeled data for which the model is confident and treat…