Deep RL

Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds NeurIPS 2022 A Versatile Adaptive Curriculum Learning Framework for Task-oriented Dialogue Policy Learning NAACL 2022 Backprop-Free Reinforcement Learning with Active Neural Generative Coding AAAI 2022 Bailando: 3D Dance Generation by Actor-Critic GPT With Choreographic Memory CVPR 2022 Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning NeurIPS 2022 Behavior Priors for Efficient Reinforcement Learning JMLR 2022 Beyond the Policy Gradient Theorem for Efficient Policy Updates in Actor-Critic Algorithms AISTATS 2022 Biased Gradient Estimate with Drastic Variance Reduction for Meta Reinforcement Learning ICML 2022 Block Contextual MDPs for Continual Learning L4DC 2022 Blocks Assemble! Learning to Assemble with Large-Scale Structured Reinforcement Learning ICML 2022 Blockwise Sequential Model Learning for Partially Observable Reinforcement Learning AAAI 2022 Branching Reinforcement Learning ICML 2022 Bregman Gradient Policy Optimization ICLR 2022 Bridging Model-based Safety and Model-free Reinforcement Learning through System Identification of Low Dimensional Linear Models RSS 2022 Bridging the Gap between Training and Inference: Multi-Candidate Optimization for Diverse Neural Machine Translation NAACL 2022 BYOL-Explore: Exploration by Bootstrapped Prediction NeurIPS 2022 CADRE: A Cascade Deep Reinforcement Learning Framework for Vision-Based Autonomous Urban Driving AAAI 2022 Can Data Diversity Enhance Learning Generalization? COLING 2022 Can mean field control (mfc) approximate cooperative multi agent reinforcement learning (marl) with non-uniform interaction? UAI 2022 Can Q-learning be Improved with Advice? COLT 2022 Can Question Rewriting Help Conversational Question Answering? ACL 2022 Cascaded Gaps: Towards Logarithmic Regret for Risk-Sensitive Reinforcement Learning ICML 2022 CAtNIPP: Context-Aware Attention-based Network for Informative Path Planning CoRL 2022 Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022 Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022