Methods

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 FOP: Factorizing Optimal Joint Policy of Maximum-Entropy Multi-Agent Reinforcement Learning ICML 2021 Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction AAAI 2021 Formal verification of neural networks for safety-critical tasks in deep reinforcement learning UAI 2021 From Poincaré Recurrence to Convergence in Imperfect Information Games: Finding Equilibrium via Regularization ICML 2021 Fully Autonomous Real-World Reinforcement Learning with Applications to Mobile Manipulation CoRL 2021 Functional Regularization for Reinforcement Learning via Learned Fourier Features NeurIPS 2021 Gated Spatio-Temporal Attention-Guided Video Deblurring CVPR 2021 Gaussian Approximation for Bias Reduction in Q-Learning JMLR 2021 GaussianPath:A Bayesian Multi-Hop Reasoning Framework for Knowledge Graph Reasoning AAAI 2021 Generalizable Episodic Memory for Deep Reinforcement Learning ICML 2021 Generalizable Imitation Learning from Observation via Inferring Goal Proximity NeurIPS 2021 Generalization in Text-based Games via Hierarchical Reinforcement Learning EMNLP 2021 Generalized Proximal Policy Optimization with Sample Reuse NeurIPS 2021 Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation Learning EMNLP 2021 Genetic Soft Updates for Policy Evolution in Deep Reinforcement Learning ICLR 2021 Geometric Value Iteration: Dynamic Error-Aware KL Regularization for Reinforcement Learning ACML 2021 GLIB: Efficient Exploration for Relational Model-Based Reinforcement Learning via Goal-Literal Babbling AAAI 2021 Global Convergence of Policy Gradient for Linear-Quadratic Mean-Field Control/Game in Continuous Time ICML 2021 GMAC: A Distributional Perspective on Actor-Critic Framework ICML 2021 Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds CoRL 2021