conftrace_

heavy-tailed loss

7 papers

Explore in graph

Co-occurring keywords

heavy-tailed distribution (98) risk minimization (56) stochastic optimization (1060) spectral risk (4) risk-based learning (1) adversarial bandit (59) high probability bound (17) pac-bayesian theory (34) gradient-based solver (3) gibbs posterior (7)

Papers

Robust variance-regularized risk minimization with concomitant scaling AISTATS 2024
Taming Heavy-Tailed Losses in Adversarial Bandits and the Best-of-Both-Worlds Setting NIPS 2024
Learning via Wasserstein-Based High Probability Generalisation Bounds NIPS 2023
Spectral risk-based learning using unbounded losses AISTATS 2022
Scaling-Up Robust Gradient Descent Techniques AAAI 2021
PAC-Bayes under potentially heavy tails NIPS 2019
Fast learning rates with heavy-tailed losses NIPS 2016