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Policy Learning

2068 directly classified papers

Papers per year

Papers

Robust Asymmetric Learning in POMDPs ICML 2021
Characterizing the Gap Between Actor-Critic and Policy Gradient ICML 2021
CRPO: A New Approach for Safe Reinforcement Learning with Convergence Guarantee ICML 2021
Accelerating Safe Reinforcement Learning with Constraint-mismatched Baseline Policies ICML 2021
On-Policy Deep Reinforcement Learning for the Average-Reward Criterion ICML 2021
MetaCURE: Meta Reinforcement Learning with Empowerment-Driven Exploration ICML 2021
Provably Efficient Reinforcement Learning for Discounted MDPs with Feature Mapping ICML 2021
"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer CORL 2021
Redundancy Resolution as Action Bias in Policy Search for Robotic Manipulation CORL 2021
A Constrained Multi-Objective Reinforcement Learning Framework CORL 2021
Learning Feasibility to Imitate Demonstrators with Different Dynamics CORL 2021
Nearly Minimax Optimal Reinforcement Learning for Linear Mixture Markov Decision Processes COLT 2021
Is Reinforcement Learning More Difficult Than Bandits? A Near-optimal Algorithm Escaping the Curse of Horizon COLT 2021
Cautiously Optimistic Policy Optimization and Exploration with Linear Function Approximation COLT 2021
Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management AAAI 2021
Learning to Recommend from Sparse Data via Generative User Feedback AAAI 2021
Hierarchical Reinforcement Learning for Integrated Recommendation AAAI 2021
Learning Rewards From Linguistic Feedback AAAI 2021
Bounded Risk-Sensitive Markov Games: Forward Policy Design and Inverse Reward Learning with Iterative Reasoning and Cumulative Prospect Theory AAAI 2021
Deep Radial-Basis Value Functions for Continuous Control AAAI 2021
Relative Variational Intrinsic Control AAAI 2021
Addressing Action Oscillations through Learning Policy Inertia AAAI 2021
Learning to Reweight Imaginary Transitions for Model-Based Reinforcement Learning AAAI 2021
Variance Penalized On-Policy and Off-Policy Actor-Critic AAAI 2021
Temporal-Logic-Based Reward Shaping for Continuing Reinforcement Learning Tasks AAAI 2021