Reinforcement Learning

Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022 Provably Feedback-Efficient Reinforcement Learning via Active Reward Learning NeurIPS 2022 Quantile Constrained Reinforcement Learning: A Reinforcement Learning Framework Constraining Outage Probability NeurIPS 2022 Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering EMNLP 2022 Recurrent Model-Free RL Can Be a Strong Baseline for Many POMDPs ICML 2022 Recursive Reinforcement Learning NeurIPS 2022 Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks ICML 2022 Regret Bounds for Information-Directed Reinforcement Learning NeurIPS 2022 Regret Bounds for Risk-Sensitive Reinforcement Learning NeurIPS 2022 Regularized Gradient Descent Ascent for Two-Player Zero-Sum Markov Games NeurIPS 2022 Reinforced Question Rewriting for Conversational Question Answering EMNLP 2022 Reinforced Structured State-Evolution for Vision-Language Navigation CVPR 2022 Reinforcement Guided Multi-Task Learning Framework for Low-Resource Stereotype Detection ACL 2022 Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits AAAI 2022 Reinforcement Learning for Datacenter Congestion Control AAAI 2022 Reinforcement Learning in a Birth and Death Process: Breaking the Dependence on the State Space NeurIPS 2022 Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022 Reinforcement Learning with a Terminator NeurIPS 2022 Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems AISTATS 2022 Reinforcement Learning with Large Action Spaces for Neural Machine Translation COLING 2022 Reinforcement Learning with Stochastic Reward Machines AAAI 2022 Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NeurIPS 2022 ResQ: A Residual Q Function-based Approach for Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2022 Rethinking Value Function Learning for Generalization in Reinforcement Learning NeurIPS 2022 Retrieval-Augmented Reinforcement Learning ICML 2022