Reinforcement Learning

Exponential Hardness of Reinforcement Learning with Linear Function Approximation COLT 2023 Extracting Reward Functions from Diffusion Models NeurIPS 2023 Facilitating Multi-turn Emotional Support Conversation with Positive Emotion Elicitation: A Reinforcement Learning Approach ACL 2023 Fast Rates for Maximum Entropy Exploration ICML 2023 FGPrompt: Fine-grained Goal Prompting for Image-goal Navigation NeurIPS 2023 Finding Regularized Competitive Equilibria of Heterogeneous Agent Macroeconomic Models via Reinforcement Learning AISTATS 2023 Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation NeurIPS 2023 Flipping Coins to Estimate Pseudocounts for Exploration in Reinforcement Learning ICML 2023 fmLRE: A Low-Resource Relation Extraction Model Based on Feature Mapping Similarity Calculation AAAI 2023 Formally Verified Solution Methods for Markov Decision Processes AAAI 2023 Future-conditioned Unsupervised Pretraining for Decision Transformer ICML 2023 Goal-Conditioned Q-learning as Knowledge Distillation AAAI 2023 GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification AAAI 2023 Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables AISTATS 2023 Hierarchical Diffusion for Offline Decision Making ICML 2023 Hierarchical Programmatic Reinforcement Learning via Learning to Compose Programs ICML 2023 Hindsight Learning for MDPs with Exogenous Inputs ICML 2023 Horizon-Free and Variance-Dependent Reinforcement Learning for Latent Markov Decision Processes ICML 2023 Horizon-free Learning for Markov Decision Processes and Games: Stochastically Bounded Rewards and Improved Bounds ICML 2023 HuatuoGPT, Towards Taming Language Model to Be a Doctor EMNLP 2023 HuCurl: Human-induced Curriculum Discovery ACL 2023 Hybrid Learning with New Value Function for the Maximum Common Induced Subgraph Problem AAAI 2023 Hybrid Search for Efficient Planning with Completeness Guarantees NeurIPS 2023 Identification of Blackwell Optimal Policies for Deterministic MDPs AISTATS 2023 Ignorance is Bliss: Robust Control via Information Gating NeurIPS 2023