regret minimization

Fast and Regret Optimal Best Arm Identification: Fundamental Limits and Low-Complexity Algorithms NeurIPS 2023 Fast Asymptotically Optimal Algorithms for Non-Parametric Stochastic Bandits NeurIPS 2023 FIRAL: An Active Learning Algorithm for Multinomial Logistic Regression NeurIPS 2023 Fully Dynamic Online Selection through Online Contention Resolution Schemes AAAI 2023 Improved Algorithms for Stochastic Linear Bandits Using Tail Bounds for Martingale Mixtures NeurIPS 2023 Improved Online Conformal Prediction via Strongly Adaptive Online Learning ICML 2023 Incentive-aware Contextual Pricing with Non-parametric Market Noise AISTATS 2023 Is Learning in Games Good for the Learners? NeurIPS 2023 Logarithmic regret in communicating MDPs: Leveraging known dynamics with bandits ACML 2023 Logarithmic-Regret Quantum Learning Algorithms for Zero-Sum Games NeurIPS 2023 Model-free Posterior Sampling via Learning Rate Randomization NeurIPS 2023 Multi-armed Bandit Experimental Design: Online Decision-making and Adaptive Inference AISTATS 2023 Multi-Fidelity Multi-Armed Bandits Revisited NeurIPS 2023 Multiplier Bootstrap-based Exploration ICML 2023 Near-Optimal $Φ$-Regret Learning in Extensive-Form Games ICML 2023 Near-Optimal Deployment Efficiency in Reward-Free Reinforcement Learning with Linear Function Approximation ICLR 2023 No-Regret Online Reinforcement Learning with Adversarial Losses and Transitions NeurIPS 2023 Online Corrupted User Detection and Regret Minimization NeurIPS 2023 Online Learning in Dynamically Changing Environments COLT 2023 Online Learning in Stackelberg Games with an Omniscient Follower ICML 2023 Polynomial-Time Linear-Swap Regret Minimization in Imperfect-Information Sequential Games NeurIPS 2023 Proportional Response: Contextual Bandits for Simple and Cumulative Regret Minimization NeurIPS 2023 Provably Efficient Lifelong Reinforcement Learning with Linear Representation ICLR 2023 Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path ICLR 2023 Pseudonorm Approachability and Applications to Regret Minimization ALT 2023