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robust mean estimation

11 papers

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Co-occurring keywords

heavy-tailed distribution (98) robust estimation (168) heavy-tailed reward (13) pessimistic value iteration (8) outlier detection (319) high-dimensional statistics (145) sample complexity (1169) robust statistics (102) byzantine-robust distributed reinforcement learning (1) optimistic value iteration (2)

Papers

Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation COLT 2024
Exact Policy Recovery in Offline RL with Both Heavy-Tailed Rewards and Data Corruption AAAI 2024
Byzantine-Robust Online and Offline Distributed Reinforcement Learning AISTATS 2023
Robust Mean Estimation Without Moments for Symmetric Distributions NIPS 2023
List-Decodable Sparse Mean Estimation NIPS 2022
Byzantine-Resilient High-Dimensional SGD with Local Iterations on Heterogeneous Data ICML 2021
No-Regret Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2021
High-dimensional Robust Mean Estimation via Gradient Descent ICML 2020
On Minimax Optimality of GANs for Robust Mean Estimation AISTATS 2020
A Fast Spectral Algorithm for Mean Estimation with Sub-Gaussian Rates COLT 2020
Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection NIPS 2019