Reinforcement Learning

Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing AAAI 2022 Learning to Branch with Tree MDPs NeurIPS 2022 Learning to Find Proofs and Theorems by Learning to Refine Search Strategies: The Case of Loop Invariant Synthesis NeurIPS 2022 Learning Transferable Reward for Query Object Localization with Policy Adaptation ICLR 2022 LECO: Learnable Episodic Count for Task-Specific Intrinsic Reward NeurIPS 2022 Left Heavy Tails and the Effectiveness of the Policy and Value Networks in DNN-based best-first search for Sokoban Planning NeurIPS 2022 Locality Matters: A Scalable Value Decomposition Approach for Cooperative Multi-Agent Reinforcement Learning AAAI 2022 Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning NeurIPS 2022 Low-Rank Modular Reinforcement Learning via Muscle Synergy NeurIPS 2022 Mask-based Latent Reconstruction for Reinforcement Learning NeurIPS 2022 Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering EMNLP 2022 MATE: Benchmarking Multi-Agent Reinforcement Learning in Distributed Target Coverage Control NeurIPS 2022 MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022 MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes ACL 2022 Meta-Reward-Net: Implicitly Differentiable Reward Learning for Preference-based Reinforcement Learning NeurIPS 2022 Mirror Learning: A Unifying Framework of Policy Optimisation ICML 2022 MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control NeurIPS 2022 Model-augmented Prioritized Experience Replay ICLR 2022 Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022 Neural MoCon: Neural Motion Control for Physically Plausible Human Motion Capture CVPR 2022 Offline Reinforcement Learning as Anti-exploration AAAI 2022 Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022 Off-Policy Reinforcement Learning with Delayed Rewards ICML 2022 On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting NeurIPS 2022 On the Role of Discount Factor in Offline Reinforcement Learning ICML 2022