Reinforcement Learning

Weighted Policy Constraints for Offline Reinforcement Learning AAAI 2023 What can online reinforcement learning with function approximation benefit from general coverage conditions? ICML 2023 Zero-Shot Linear Combinations of Grounded Social Interactions with Linear Social MDPs AAAI 2023 A Boosting Approach to Reinforcement Learning NeurIPS 2022 Accelerated Multiplicative Weights Update Avoids Saddle Points Almost Always IJCAI 2022 Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach AAAI 2022 A Cramér Distance perspective on Quantile Regression based Distributional Reinforcement Learning AISTATS 2022 Action-modulated midbrain dopamine activity arises from distributed control policies NeurIPS 2022 Active Example Selection for In-Context Learning EMNLP 2022 Actor-critic is implicitly biased towards high entropy optimal policies ICLR 2022 Adaptive Multi-Goal Exploration AISTATS 2022 Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement Learning COLING 2022 A data-driven approach for learning to control computers ICML 2022 A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning AAAI 2022 Admissible Policy Teaching through Reward Design AAAI 2022 A Dual Approach to Constrained Markov Decision Processes with Entropy Regularization AISTATS 2022 A Generalized Bootstrap Target for Value-Learning, Efficiently Combining Value and Feature Predictions AAAI 2022 A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems EMNLP 2022 A Last Switch Dependent Analysis of Satiation and Seasonality in Bandits AISTATS 2022 Aligning to Social Norms and Values in Interactive Narratives NAACL 2022 ALPHAPROG: Reinforcement Generation of Valid Programs for Compiler Fuzzing AAAI 2022 AME: Attention and Memory Enhancement in Hyper-Parameter Optimization CVPR 2022 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes ICML 2022 An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context NeurIPS 2022 An Alternate Policy Gradient Estimator for Softmax Policies AISTATS 2022