Deep RL

Guided Exploration with Proximal Policy Optimization using a Single Demonstration ICML 2021 Habitat 2.0: Training Home Assistants to Rearrange their Habitat NeurIPS 2021 Hamilton-Jacobi Deep Q-Learning for Deterministic Continuous-Time Systems with Lipschitz Continuous Controls JMLR 2021 Hierarchical and Partially Observable Goal-Driven Policy Learning With Goals Relational Graph CVPR 2021 Hierarchically and Cooperatively Learning Traffic Signal Control AAAI 2021 Hierarchically Integrated Models: Learning to Navigate from Heterogeneous Robots CoRL 2021 Hierarchical Neural Dynamic Policies RSS 2021 Hierarchical Object-to-Zone Graph for Object Navigation ICCV 2021 Hierarchical Reinforcement Learning by Discovering Intrinsic Options ICLR 2021 Hierarchical Reinforcement Learning for Integrated Recommendation AAAI 2021 Hierarchical Reinforcement Learning with Timed Subgoals NeurIPS 2021 Hierarchical Skills for Efficient Exploration NeurIPS 2021 High Confidence Generalization for Reinforcement Learning ICML 2021 Hindsight Expectation Maximization for Goal-conditioned Reinforcement Learning AISTATS 2021 Hindsight Value Function for Variance Reduction in Stochastic Dynamic Environment IJCAI 2021 HJB-RL: Initializing Reinforcement Learning with Optimal Control Policies Applied to Autonomous Drone Racing RSS 2021 How Are Learned Perception-Based Controllers Impacted by the Limits of Robust Control? L4DC 2021 How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation? ACL 2021 How RL Agents Behave When Their Actions Are Modified AAAI 2021 Imitation by Predicting Observations ICML 2021 Imperfect also Deserves Reward: Multi-Level and Sequential Reward Modeling for Better Dialog Management NAACL 2021 Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement Learning EACL 2021 Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction NeurIPS 2021 Improved Corruption Robust Algorithms for Episodic Reinforcement Learning ICML 2021 Improved Worst-Case Regret Bounds for Randomized Least-Squares Value Iteration AAAI 2021