heavy-tailed distribution

Robust group and simultaneous inferences for high-dimensional single index model NeurIPS 2024 Robust variance-regularized risk minimization with concomitant scaling AISTATS 2024 (ε, u)-Adaptive Regret Minimization in Heavy-Tailed Bandits COLT 2024 A Heavy-Tailed Algebra for Probabilistic Programming NeurIPS 2023 Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions ICML 2023 Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares ALT 2023 Beyond Uniform Lipschitz Condition in Differentially Private Optimization ICML 2023 Differentially Private Episodic Reinforcement Learning with Heavy-tailed Rewards ICML 2023 Distribution-dependent McDiarmid-type Inequalities for Functions of Unbounded Interaction ICML 2023 Non-Asymptotic Guarantees for Robust Statistical Learning under Infinite Variance Assumption JMLR 2023 Online Heavy-tailed Change-point detection UAI 2023 Optimality in Mean Estimation: Beyond Worst-Case, Beyond Sub-Gaussian, and Beyond 1+α Moments NeurIPS 2023 Piecewise Stationary Bandits under Risk Criteria AISTATS 2023 Risk-aware curriculum generation for heavy-tailed task distributions UAI 2023 Robust High-Dimensional Low-Rank Matrix Estimation: Optimal Rate and Data-Adaptive Tuning JMLR 2023 Robust Mean Estimation Without Moments for Symmetric Distributions NeurIPS 2023 Robust Methods for High-Dimensional Linear Learning JMLR 2023 Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023 Anytime Guarantees under Heavy-Tailed Data AAAI 2022 Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent NeurIPS 2022 COMET Flows: Towards Generative Modeling of Multivariate Extremes and Tail Dependence IJCAI 2022 EV-GAN: Simulation of extreme events with ReLU neural networks JMLR 2022 Heavy-tailed Streaming Statistical Estimation AISTATS 2022 High-probability bounds for robust stochastic Frank-Wolfe algorithm UAI 2022 High Probability Guarantees for Nonconvex Stochastic Gradient Descent with Heavy Tails ICML 2022