NeurIPS 2023 Workshop HeavyTails Submissions

Large Deviations and Metastability Analysis for Heavy-Tailed Dynamical Systems
Chang-Han Rhee, Xingyu Wang
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Meta-Analysis of Randomized Experiments with Applications to Heavy-Tailed Response Data
Nilesh Tripuraneni, Dominique Perrault-Joncas, Dhruv Madeka, Dean Foster, Michael Jordan
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
The Effects of Ensembling on Long-Tailed Data
E. Kelly Buchanan, Geoff Pleiss, John Patrick Cunningham
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
High Probability Guarantees for Random Reshuffling
Hengxu Yu, Xiao Li
- Published: 23 Oct 2023, Last Modified: 27 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Semi-Implicit Neural Ordinary Differential Equations for Learning Chaotic Systems
Hong Zhang, Ying Liu, Romit Maulik
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Adaptive Gradient Methods at the Edge of Stability
Jeremy Cohen, Behrooz Ghorbani, Shankar Krishnan, Naman Agarwal, Sourabh Medapati, Michal Badura, Daniel Suo, Zachary Nado, George E. Dahl, Justin Gilmer
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Representation Learning for Extremes
Ali Hasan, Yuting Ng, Jose Blanchet, Vahid Tarokh
- Published: 23 Oct 2023, Last Modified: 28 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Robust gradient estimation in the presence of heavy-tailed noise
Fabian Schaipp, Umut Simsekli, Robert M. Gower
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
On the Varied Faces of Overparameterization in Supervised and Self-Supervised Learning
Matteo Gamba, Arna Ghosh, Kumar Krishna Agrawal, Blake Aaron Richards, Hossein Azizpour, Mårten Björkman
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Generalised Hyperbolic State-space Models for Inference in Dynamic Systems
Yaman Kindap, Simon J. Godsill
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Revisiting the noise Model of SGD
Barak Battash, Lior Wolf, Ofir Lindenbaum
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Neural network compression with heavy-tailed SGD
Yijun Wan, Abdellatif Zaidi, Umut Simsekli
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Associative Memories with Heavy-Tailed Data
Vivien Cabannes, Elvis Dohmatob, Alberto Bietti
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Variational Inference for SDEs Driven by Fractional Noise
Rembert Daems, Manfred Opper, Guillaume Crevecoeur, Tolga Birdal
- Published: 23 Oct 2023, Last Modified: 27 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Outliers with Opposing Signals Have an Outsized Effect on Neural Network Optimization
Elan Rosenfeld, Andrej Risteski
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
High-dimensional robust regression under heavy-tailed data: Asymptotics and Universality
Urte Adomaityte, Leonardo Defilippis, Bruno Loureiro, Gabriele Sicuro
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Online Student-$t$ Processes with an Overall-local Scale Structure for Modelling Non-stationary Data
Taole Sha, Michael Zhang
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD
Benjamin Dupuis, Paul Viallard
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Deep neural networks with dependent weights: \\Gaussian Process mixture limit, heavy tails, sparsity and compressibility
Hoil Lee, Fadhel Ayed, Paul Jung, Juho Lee, Hongseok Yang, Francois Caron
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Towards Fully Adaptive Regret Minimization in Heavy-Tailed Bandits
Gianmarco Genalti, Lupo Marsigli, Nicola Gatti, Alberto Maria Metelli
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone
Instance-Aware Repeat Factor Sampling for Long-Tailed Object Detection
Burhaneddin Yaman, Tanvir Mahmud, Chun-Hao Liu
- Published: 23 Oct 2023, Last Modified: 13 Nov 2023
- HeavyTails 2023
- Readers: Everyone