Deep RL

A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization ACL 2022 An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context NeurIPS 2022 Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation AISTATS 2022 Analysis of Stochastic Processes through Replay Buffers ICML 2022 A Non-asymptotic Analysis of Non-parametric Temporal-Difference Learning NeurIPS 2022 Anti-Concentrated Confidence Bonuses For Scalable Exploration ICLR 2022 Anti-Overestimation Dialogue Policy Learning for Task-Completion Dialogue System NAACL 2022 A POMDP Dialogue Policy with 3-way Grounding and Adaptive Sensing for Learning through Communication EMNLP 2022 Application of Neurosymbolic AI to Sequential Decision Making IJCAI 2022 Approximate Value Equivalence NeurIPS 2022 ARC - Actor Residual Critic for Adversarial Imitation Learning CoRL 2022 A Reinforcement Learning-Informed Pattern Mining Framework for Multivariate Time Series Classification IJCAI 2022 A Sequence Modelling Approach to Question Answering in Text-Based Games NAACL 2022 A Simple Decentralized Cross-Entropy Method NeurIPS 2022 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022 Asking for Knowledge (AFK): Training RL Agents to Query External Knowledge Using Language ICML 2022 A State-Distribution Matching Approach to Non-Episodic Reinforcement Learning ICML 2022 Asymmetric DQN for partially observable reinforcement learning UAI 2022 A Temporal-Difference Approach to Policy Gradient Estimation ICML 2022 A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NeurIPS 2022 AttExplainer: Explain Transformer via Attention by Reinforcement Learning IJCAI 2022 A Unifying Framework of Off-Policy General Value Function Evaluation NeurIPS 2022 Automatic Exploration of Textual Environments with Language-Conditioned Autotelic Agents NAACL 2022 Automatic planning of liver tumor thermal ablation using deep reinforcement learning MIDL 2022 Autonomous Reinforcement Learning: Formalism and Benchmarking ICLR 2022