Deep RL

Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization ACL 2022 Hardness in Markov Decision Processes: Theory and Practice NeurIPS 2022 History Compression via Language Models in Reinforcement Learning ICML 2022 HiTKG: Towards Goal-Oriented Conversations via Multi-Hierarchy Learning AAAI 2022 How to Stay Curious while avoiding Noisy TVs using Aleatoric Uncertainty Estimation ICML 2022 Human Motion Control of Quadrupedal Robots using Deep Reinforcement Learning RSS 2022 HyAR: Addressing Discrete-Continuous Action Reinforcement Learning via Hybrid Action Representation ICLR 2022 I2Q: A Fully Decentralized Q-Learning Algorithm NeurIPS 2022 IMED-RL: Regret optimal learning of ergodic Markov decision processes NeurIPS 2022 Implicitly Regularized RL with Implicit Q-values AISTATS 2022 Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP ICML 2022 Improving Intrinsic Exploration with Language Abstractions NeurIPS 2022 Improving Policy Optimization with Generalist-Specialist Learning ICML 2022 Information Prioritization through Empowerment in Visual Model-based RL ICLR 2022 Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach ACL 2022 Interactive Query-Assisted Summarization via Deep Reinforcement Learning NAACL 2022 Interactive Reinforcement Learning for Symbolic Regression from Multi-Format Human-Preference Feedbacks IJCAI 2022 Invariant Action Effect Model for Reinforcement Learning AAAI 2022 Is High Variance Unavoidable in RL? A Case Study in Continuous Control ICLR 2022 Is Mapping Necessary for Realistic PointGoal Navigation? CVPR 2022 Iterated Reasoning with Mutual Information in Cooperative and Byzantine Decentralized Teaming ICLR 2022 Iterative Span Selection: Self-Emergence of Resolving Orders in Semantic Role Labeling COLING 2022 It Takes Four to Tango: Multiagent Self Play for Automatic Curriculum Generation ICLR 2022 Joint Synthesis of Safety Certificate and Safe Control Policy Using Constrained Reinforcement Learning L4DC 2022 JueWu-MC: Playing Minecraft with Sample-efficient Hierarchical Reinforcement Learning IJCAI 2022