Reinforcement Learning

Extracting Strong Policies for Robotics Tasks from Zero-Order Trajectory Optimizers ICLR 2021 FACMAC: Factored Multi-Agent Centralised Policy Gradients NeurIPS 2021 Factored Policy Gradients: Leveraging Structure for Efficient Learning in MOMDPs NeurIPS 2021 Fast active learning for pure exploration in reinforcement learning ICML 2021 Fast Algorithms for L_∞-constrained S-rectangular Robust MDPs NeurIPS 2021 Fast and Feature-Complete Differentiable Physics Engine for Articulated Rigid Bodies with Contact Constraints RSS 2021 Fast Approximate Dynamic Programming for Infinite-Horizon Markov Decision Processes NeurIPS 2021 Faster Policy Learning with Continuous-Time Gradients L4DC 2021 Fast Policy Extragradient Methods for Competitive Games with Entropy Regularization NeurIPS 2021 Fast Rates for the Regret of Offline Reinforcement Learning COLT 2021 Fast Stochastic Kalman Gradient Descent for Reinforcement Learning L4DC 2021 Fast Training Method for Stochastic Compositional Optimization Problems NeurIPS 2021 Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee NeurIPS 2021 Feedback Attribution for Counterfactual Bandit Learning in Multi-Domain Spoken Language Understanding EMNLP 2021 Finding the Stochastic Shortest Path with Low Regret: the Adversarial Cost and Unknown Transition Case ICML 2021 Fine-Grained Gap-Dependent Bounds for Tabular MDPs via Adaptive Multi-Step Bootstrap COLT 2021 Finite-Sample Analysis of Off-Policy Natural Actor-Critic Algorithm ICML 2021 Finite-Sample Analysis of Off-Policy TD-Learning via Generalized Bellman Operators NeurIPS 2021 Finite-Sample Regret Bound for Distributionally Robust Offline Tabular Reinforcement Learning AISTATS 2021 Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems L4DC 2021 Finite-time theory for momentum Q-learning UAI 2021 First-Order Methods for Wasserstein Distributionally Robust MDP ICML 2021 Flexible Option Learning NeurIPS 2021 FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization ICLR 2021 FontRL: Chinese Font Synthesis via Deep Reinforcement Learning AAAI 2021