adversarial corruption

Learning with Monotone Adversarial Corruptions ALT 2026 Linear Regression under Missing or Corrupted Coordinates COLT 2026 Robust and Computationally Efficient Linear Contextual Bandits under Adversarial Corruption and Heavy-Tailed Noise UAI 2026 A Model for Combinatorial Dictionary Learning and Inference ALT 2025 A Unified Theoretical Analysis of Private and Robust Offline Alignment: from RLHF to DPO ICML 2025 Logarithmic Regret for Linear Markov Decision Processes with Adversarial Corruptions AAAI 2025 Multi-agent Stochastic Bandits Robust to Adversarial Corruptions L4DC 2025 Outlier-Robust Linear System Identification Under Heavy-Tailed Noise L4DC 2025 Problem-dependent Regret for Lexicographic Multi-Armed Bandits with Adversarial Corruptions IJCAI 2025 Adversarially-Robust Inference on Trees via Belief Propagation COLT 2024 Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation COLT 2024 Robust Distribution Learning with Local and Global Adversarial Corruptions (extended abstract) COLT 2024 Robust Sparse Regression with Non-Isotropic Designs NeurIPS 2024 Best-of-Both-Worlds Algorithms for Partial Monitoring ALT 2023 BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning ICML 2023 Contexts can be Cheap: Solving Stochastic Contextual Bandits with Linear Bandit Algorithms COLT 2023 Corruption-Robust Algorithms with Uncertainty Weighting for Nonlinear Contextual Bandits and Markov Decision Processes ICML 2023 Corruption-Tolerant Algorithms for Generalized Linear Models AAAI 2023 Label Robust and Differentially Private Linear Regression: Computational and Statistical Efficiency NeurIPS 2023 Neural Architecture Design and Robustness: A Dataset ICLR 2023 Robust Lipschitz Bandits to Adversarial Corruptions NeurIPS 2023 Adversarially Robust Multi-Armed Bandit Algorithm with Variance-Dependent Regret Bounds COLT 2022 A Model Selection Approach for Corruption Robust Reinforcement Learning ALT 2022 Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions NeurIPS 2022 On the well-spread property and its relation to linear regression COLT 2022