Reinforcement Learning

Q-Learning for MDPs with General Spaces: Convergence and Near Optimality via Quantization under Weak Continuity JMLR 2023 q-Learning in Continuous Time JMLR 2023 Quantile Credit Assignment ICML 2023 Quantum Multi-Armed Bandits and Stochastic Linear Bandits Enjoy Logarithmic Regrets AAAI 2023 Quantum Policy Gradient Algorithm with Optimized Action Decoding ICML 2023 Query Rewriting in Retrieval-Augmented Large Language Models EMNLP 2023 Reduced Policy Optimization for Continuous Control with Hard Constraints NeurIPS 2023 Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents ICML 2023 Regret Minimization via Saddle Point Optimization NeurIPS 2023 Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs: Theory and Practice ICML 2023 Reinforced Active Learning for Low-Resource, Domain-Specific, Multi-Label Text Classification ACL 2023 Reinforced Target-driven Conversational Promotion EMNLP 2023 Reinforcement Learning Enables Real-Time Planning and Control of Agile Maneuvers for Soft Robot Arms CoRL 2023 Reinforcement Learning for Adaptive Mesh Refinement AISTATS 2023 Reinforcement Learning for Branch-and-Bound Optimisation Using Retrospective Trajectories AAAI 2023 Reinforcement Learning for Joint Optimization of Multiple Rewards JMLR 2023 Reinforcement Learning for Solving Stochastic Vehicle Routing Problem ACML 2023 Reinforcement Learning for Topic Models ACL 2023 Reinforcement Learning from Passive Data via Latent Intentions ICML 2023 Reinforcement Learning in Low-rank MDPs with Density Features ICML 2023 Reinforcement Learning with General Utilities: Simpler Variance Reduction and Large State-Action Space ICML 2023 Reinforcement Learning with History Dependent Dynamic Contexts ICML 2023 Reinforcement Learning with Stepwise Fairness Constraints AISTATS 2023 Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement Learning EMNLP 2023 ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs ICML 2023