Reinforcement Learning

A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems EMNLP 2022 AIIR-MIX: Multi-Agent Reinforcement Learning Meets Attention Individual Intrinsic Reward Mixing Network ACML 2022 AlphaZero-based Proof Cost Network to Aid Game Solving ICLR 2022 A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning ICLR 2022 Ask4Help: Learning to Leverage an Expert for Embodied Tasks NeurIPS 2022 Assistive Teaching of Motor Control Tasks to Humans NeurIPS 2022 Autonomous Reinforcement Learning: Formalism and Benchmarking ICLR 2022 Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds NeurIPS 2022 Blockwise Sequential Model Learning for Partially Observable Reinforcement Learning AAAI 2022 Boosted Curriculum Reinforcement Learning ICLR 2022 BYOL-Explore: Exploration by Bootstrapped Prediction NeurIPS 2022 Case-based reasoning for better generalization in textual reinforcement learning ICLR 2022 [CASPI] Causal-aware Safe Policy Improvement for Task-oriented Dialogue ACL 2022 Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022 Causality-driven Hierarchical Structure Discovery for Reinforcement Learning NeurIPS 2022 CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning EMNLP 2022 Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning NeurIPS 2022 Constrained Update Projection Approach to Safe Policy Optimization NeurIPS 2022 Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022 Continuous Deep Q-Learning in Optimal Control Problems: Normalized Advantage Functions Analysis NeurIPS 2022 Contrastive Inductive Bias Controlling Networks for Reinforcement Learning ACML 2022 Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022 Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation AAAI 2022 Convergent and Efficient Deep Q Learning Algorithm ICLR 2022 COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation ICLR 2022