adversarial setting

Minimax-optimal and Locally-adaptive Online Nonparametric Regression ALT 2025 Online Conformal Prediction via Online Optimization ICML 2025 Scalable Solutions for Decision-Making Systems Using Explainable Policy Representations AAAI 2025 The Relationship Between No-Regret Learning and Online Conformal Prediction ICML 2025 VestaBench: An Embodied Benchmark for Safe Long-Horizon Planning Under Multi-Constraint and Adversarial Settings EMNLP 2025 Bandits with Ranking Feedback NeurIPS 2024 Faster Recalibration of an Online Predictor via Approachability AISTATS 2024 Nash Incentive-compatible Online Mechanism Learning via Weakly Differentially Private Online Learning ICML 2024 Online Newton Method for Bandit Convex Optimisation Extended Abstract COLT 2024 Regret Minimization in Stackelberg Games with Side Information NeurIPS 2024 RODEO: Robust Outlier Detection via Exposing Adaptive Out-of-Distribution Samples ICML 2024 Delayed Bandits: When Do Intermediate Observations Help? ICML 2023 Efficient Rate Optimal Regret for Adversarial Contextual MDPs Using Online Function Approximation ICML 2023 Improved Robust Algorithms for Learning with Discriminative Feature Feedback AISTATS 2023 Optimal cross-learning for contextual bandits with unknown context distributions NeurIPS 2023 Pareto Regret Analyses in Multi-objective Multi-armed Bandit ICML 2023 The Statistical Scope of Multicalibration ICML 2023 Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits ICML 2022 Simultaneously Learning Stochastic and Adversarial Bandits with General Graph Feedback ICML 2022 Smoothed Adversarial Linear Contextual Bandits with Knapsacks ICML 2022 Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning NeurIPS 2021 Online Selective Classification with Limited Feedback NeurIPS 2021 Parameter-Free Multi-Armed Bandit Algorithms with Hybrid Data-Dependent Regret Bounds COLT 2021 The best of both worlds: stochastic and adversarial episodic MDPs with unknown transition NeurIPS 2021 Robust Learning from Discriminative Feature Feedback AISTATS 2020