Policy Learning

Characterizing the Gap Between Actor-Critic and Policy Gradient ICML 2021 CLAIM: curriculum learning policy for influence maximization in unknown social networks UAI 2021 Co-Adaptation of Algorithmic and Implementational Innovations in Inference-based Deep Reinforcement Learning NeurIPS 2021 Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management AAAI 2021 Confidence-Aware Imitation Learning from Demonstrations with Varying Optimality NeurIPS 2021 Confidence-Budget Matching for Sequential Budgeted Learning ICML 2021 Constrained Risk-Averse Markov Decision Processes AAAI 2021 Contextual policy transfer in reinforcement learning domains via deep mixtures-of-experts UAI 2021 Contingency-aware influence maximization: A reinforcement learning approach UAI 2021 Coordinated Proximal Policy Optimization NeurIPS 2021 CO-PILOT: COllaborative Planning and reInforcement Learning On sub-Task curriculum NeurIPS 2021 Counterexample Guided RL Policy Refinement Using Bayesian Optimization NeurIPS 2021 Counterfactual Credit Assignment in Model-Free Reinforcement Learning ICML 2021 CRPO: A New Approach for Safe Reinforcement Learning with Convergence Guarantee ICML 2021 CTS2: Time Series Smoothing with Constrained Reinforcement Learning ACML 2021 Curriculum Offline Imitating Learning NeurIPS 2021 Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021 Decentralized Single-Timescale Actor-Critic on Zero-Sum Two-Player Stochastic Games ICML 2021 Deep Radial-Basis Value Functions for Continuous Control AAAI 2021 Deep Reinforcement Learning with Hierarchical Structures IJCAI 2021 Demonstration-Conditioned Reinforcement Learning for Few-Shot Imitation ICML 2021 Demonstration of the EMPATHIC Framework for Task Learning from Implicit Human Feedback AAAI 2021 Derivative-Free Policy Optimization for Linear Risk-Sensitive and Robust Control Design: Implicit Regularization and Sample Complexity NeurIPS 2021 Discovering a set of policies for the worst case reward ICLR 2021 Discrete-Continuous Action Space Policy Gradient-Based Attention for Image-Text Matching CVPR 2021