This edition of the international conference NeurIPS will be entirely online. The DSAIDIS Chair members will present five papers this year.

Heavy-tailed Representations, Text Polarity Classification & Data Augmentation
Hamid JALALZAI (Télécom Paris) · Pierre Colombo (Télécom Paris) · Chloé Clavel (Télécom Paris) · Eric Gaussier (Université Joseph Fourier, Grenoble) · Giovanna Varni (Télécom Paris) · Emmanuel Vignon (IBM) · Anne Sabourin (Télécom Paris)

Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks
Umut Simsekli (Télécom Paris/ University of Oxford) · Ozan Sener (Intel Labs) · George Deligiannidis (Oxford) · Murat Erdogdu (University of Toronto)

Quantitative Propagation of Chaos for SGD in Wide Neural Networks
Valentin De Bortoli (ENS Paris-Saclay) · Alain Durmus (ENS Paris Saclay) · Xavier Fontaine (ENS Paris-Saclay) · Umut Simsekli (Télécom Paris/ University of Oxford)

Explicit Regularisation in Gaussian Noise Injections
Alexander Camuto (University of Oxford & The Alan Turing Institute) · Matthew Willetts (University of Oxford) · Umut Simsekli (Télécom Paris/ University of Oxford) · Stephen J Roberts (University of Oxford) · Chris C Holmes (University of Oxford)

Statistical and Topological Properties of Sliced Probability Divergences
Kimia Nadjahi (Télécom Paris) · Alain Durmus (ENS Paris Saclay) · Lénaïc Chizat (CNRS) · Soheil Kolouri (HRL Laboratories LLC) · Shahin Shahrampour (Texas A&M University) · Umut Simsekli (Télécom Paris/ University of Oxford)