regret minimization

Generating Adversarial Disturbances for Controller Verification L4DC 2021 High-dimensional Experimental Design and Kernel Bandits ICML 2021 Human-Level Performance in No-Press Diplomacy via Equilibrium Search ICLR 2021 Implicit Finite-Horizon Approximation and Efficient Optimal Algorithms for Stochastic Shortest Path NeurIPS 2021 Improved Confidence Bounds for the Linear Logistic Model and Applications to Bandits ICML 2021 Local Differential Privacy for Regret Minimization in Reinforcement Learning NeurIPS 2021 Max-Utility Based Arm Selection Strategy For Sequential Query Recommendations ACML 2021 Model-Free Online Learning in Unknown Sequential Decision Making Problems and Games AAAI 2021 Multi-Armed Bandits with Bounded Arm-Memory: Near-Optimal Guarantees for Best-Arm Identification and Regret Minimization NeurIPS 2021 Near-Optimal MNL Bandits Under Risk Criteria AAAI 2021 Near-Optimal No-Regret Learning in General Games NeurIPS 2021 Online Boosting with Bandit Feedback ALT 2021 Online Submodular Resource Allocation with Applications to Rebalancing Shared Mobility Systems ICML 2021 On Lower Bounds for Standard and Robust Gaussian Process Bandit Optimization ICML 2021 Optimizing Optimizers: Regret-optimal gradient descent algorithms COLT 2021 Oracle-Efficient Regret Minimization in Factored MDPs with Unknown Structure NeurIPS 2021 Policy Optimization as Online Learning with Mediator Feedback AAAI 2021 Pure Exploration and Regret Minimization in Matching Bandits ICML 2021 Refined approachability algorithms and application to regret minimization with global costs JMLR 2021 Regret Minimization Experience Replay in Off-Policy Reinforcement Learning NeurIPS 2021 Regret Minimization in Heavy-Tailed Bandits COLT 2021 Regret Minimization in Stochastic Non-Convex Learning via a Proximal-Gradient Approach ICML 2021 Regret-optimal measurement-feedback control L4DC 2021 Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection NeurIPS 2021 RL for Latent MDPs: Regret Guarantees and a Lower Bound NeurIPS 2021