Policy Learning

Translation-based Supervision for Policy Generation in Simultaneous Neural Machine Translation EMNLP 2021 Twice regularized MDPs and the equivalence between robustness and regularization NeurIPS 2021 UCB Momentum Q-learning: Correcting the bias without forgetting ICML 2021 Uncertainty-Aware Policy Optimization: A Robust, Adaptive Trust Region Approach AAAI 2021 Understanding the Effect of Stochasticity in Policy Optimization NeurIPS 2021 Uniform-PAC Bounds for Reinforcement Learning with Linear Function Approximation NeurIPS 2021 Variance-Aware Off-Policy Evaluation with Linear Function Approximation NeurIPS 2021 Variance Penalized On-Policy and Off-Policy Actor-Critic AAAI 2021 Variational Empowerment as Representation Learning for Goal-Conditioned Reinforcement Learning ICML 2021 Variational Model-based Policy Optimization IJCAI 2021 Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic NeurIPS 2021 When Will Generative Adversarial Imitation Learning Algorithms Attain Global Convergence AISTATS 2021 Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic ICLR 2021 XIRL: Cross-embodiment Inverse Reinforcement Learning CoRL 2021 You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL CoRL 2021 A Boolean Task Algebra for Reinforcement Learning NeurIPS 2020 A Closer Look at Deep Policy Gradients ICLR 2020 Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems EMNLP 2020 Adapting to Misspecification in Contextual Bandits NeurIPS 2020 Adaptive Smoothing for Path Integral Control JMLR 2020 Adaptive Trust Region Policy Optimization: Global Convergence and Faster Rates for Regularized MDPs AAAI 2020 A Duality Approach for Regret Minimization in Average-Award Ergodic Markov Decision Processes L4DC 2020 Adversarial Soft Advantage Fitting: Imitation Learning without Policy Optimization NeurIPS 2020 A Finite-Time Analysis of Two Time-Scale Actor-Critic Methods NeurIPS 2020 A Hybrid Stochastic Policy Gradient Algorithm for Reinforcement Learning AISTATS 2020