Deep RL

Nearly Minimax Optimal Reinforcement Learning for Discounted MDPs NeurIPS 2021 Near-Optimal Model-Free Reinforcement Learning in Non-Stationary Episodic MDPs ICML 2021 Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation for Reinforcement Learning AISTATS 2021 Near-Optimal Representation Learning for Linear Bandits and Linear RL ICML 2021 Near Optimal Reward-Free Reinforcement Learning ICML 2021 Nested Mixture of Experts: Cooperative and Competitive Learning of Hybrid Dynamical System L4DC 2021 Neural Algorithmic Reasoners are Implicit Planners NeurIPS 2021 Neural optimal feedback control with local learning rules NeurIPS 2021 Neuro-algorithmic Policies Enable Fast Combinatorial Generalization ICML 2021 Neuro-Symbolic Reinforcement Learning with First-Order Logic EMNLP 2021 NeurWIN: Neural Whittle Index Network For Restless Bandits Via Deep RL NeurIPS 2021 Non-Asymptotic Analysis for Two Time-scale TDC with General Smooth Function Approximation NeurIPS 2021 Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling AAAI 2021 Non-decreasing Quantile Function Network with Efficient Exploration for Distributional Reinforcement Learning IJCAI 2021 Non-stationary Reinforcement Learning without Prior Knowledge: an Optimal Black-box Approach COLT 2021 No-Regret Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2021 NovelD: A Simple yet Effective Exploration Criterion NeurIPS 2021 NPAS: A Compiler-Aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration CVPR 2021 Objective-aware Traffic Simulation via Inverse Reinforcement Learning IJCAI 2021 Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers ICLR 2021 Offline Reinforcement Learning from Human Feedback in Real-World Sequence-to-Sequence Tasks ACL 2021 Offline Reinforcement Learning with Pseudometric Learning ICML 2021 Offline Reinforcement Learning with Reverse Model-based Imagination NeurIPS 2021 Off-Policy Confidence Sequences ICML 2021 Off-Policy Risk Assessment in Contextual Bandits NeurIPS 2021