Deep RL

What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study ICLR 2021 Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NeurIPS 2021 Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic ICLR 2021 World Model as a Graph: Learning Latent Landmarks for Planning ICML 2021 XIRL: Cross-embodiment Inverse Reinforcement Learning CoRL 2021 Accelerating and Improving AlphaZero Using Population Based Training AAAI 2020 Accelerating Ranking in E-Commerce Search Engines through Contextual Factor Selection AAAI 2020 Accelerating Reinforcement Learning with Learned Skill Priors CoRL 2020 A Closer Look at Deep Policy Gradients ICLR 2020 Active Model Estimation in Markov Decision Processes UAI 2020 Active Vision for Early Recognition of Human Actions CVPR 2020 Active World Model Learning with Progress Curiosity ICML 2020 Actor Critic Deep Reinforcement Learning for Neural Malware Control AAAI 2020 Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems EMNLP 2020 Adaptive Correlated Monte Carlo for Contextual Categorical Sequence Generation ICLR 2020 Adaptive Discretization for Model-Based Reinforcement Learning NeurIPS 2020 Adaptive Droplet Routing in Digital Microfluidic Biochips Using Deep Reinforcement Learning ICML 2020 Adaptive Quantitative Trading: An Imitative Deep Reinforcement Learning Approach AAAI 2020 Adaptive Trade-Offs in Off-Policy Learning AISTATS 2020 A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards ACL 2020 A Deep Reinforcement Learning Approach to Concurrent Bilateral Negotiation IJCAI 2020 A Distributional Analysis of Sampling-Based Reinforcement Learning Algorithms AISTATS 2020 A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation ICML 2020 A Game Theoretic Framework for Model Based Reinforcement Learning ICML 2020 Agent57: Outperforming the Atari Human Benchmark ICML 2020