Methods

Non-Asymptotic Analysis for Two Time-scale TDC with General Smooth Function Approximation NeurIPS 2021 Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds ICLR 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 Off-Policy Optimization AISTATS 2021 Non-stationary Reinforcement Learning without Prior Knowledge: an Optimal Black-box Approach COLT 2021 No-regret learning with high-probability in adversarial Markov decision processes UAI 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-Belief Learning ICML 2021 Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers ICLR 2021 Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration NeurIPS 2021 Offline Contextual Bandits with Overparameterized Models ICML 2021 Offline Meta Reinforcement Learning -- Identifiability Challenges and Effective Data Collection Strategies NeurIPS 2021 Offline Meta-Reinforcement Learning with Advantage Weighting ICML 2021 Offline Model-based Adaptable Policy Learning NeurIPS 2021 Offline Reinforcement Learning as One Big Sequence Modeling Problem NeurIPS 2021 Offline Reinforcement Learning from Human Feedback in Real-World Sequence-to-Sequence Tasks ACL 2021 Offline Reinforcement Learning from Images with Latent Space Models L4DC 2021 Offline Reinforcement Learning with Fisher Divergence Critic Regularization ICML 2021 Offline Reinforcement Learning with Pseudometric Learning ICML 2021 Offline Reinforcement Learning with Reverse Model-based Imagination NeurIPS 2021 Offline RL Without Off-Policy Evaluation NeurIPS 2021