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Policy Learning

2068 directly classified papers

Papers per year

Papers

Policy Regularization with Dataset Constraint for Offline Reinforcement Learning ICML 2023
Reparameterized Policy Learning for Multimodal Trajectory Optimization ICML 2023
Posterior Sampling for Deep Reinforcement Learning ICML 2023
Adaptive Reward Shifting Based on Behavior Proximity for Offline Reinforcement Learning IJCAI 2023
Zero-Shot Linear Combinations of Grounded Social Interactions with Linear Social MDPs AAAI 2023
Adaptive Barrier Smoothing for First-Order Policy Gradient with Contact Dynamics ICML 2023
Boosting Offline Reinforcement Learning with Action Preference Query ICML 2023
On the Global Convergence of Risk-Averse Policy Gradient Methods with Expected Conditional Risk Measures ICML 2023
Best of Both Worlds Policy Optimization ICML 2023
Warm-Start Actor-Critic: From Approximation Error to Sub-optimality Gap ICML 2023
Actor-Critic Alignment for Offline-to-Online Reinforcement Learning ICML 2023
STEER: Unified Style Transfer with Expert Reinforcement EMNLP 2023
The Power of Learned Locally Linear Models for Nonlinear Policy Optimization ICML 2023
VA-learning as a more efficient alternative to Q-learning ICML 2023
Hierarchical Imitation Learning with Vector Quantized Models ICML 2023
Reinforcement Learning with History Dependent Dynamic Contexts ICML 2023
Nearly Minimax Optimal Regret for Learning Linear Mixture Stochastic Shortest Path ICML 2023
Does Sparsity Help in Learning Misspecified Linear Bandits? ICML 2023
Transferable Curricula through Difficulty Conditioned Generators IJCAI 2023
Spotlight News Driven Quantitative Trading Based on Trajectory Optimization IJCAI 2023
Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL ICML 2023
A Connection between One-Step RL and Critic Regularization in Reinforcement Learning ICML 2023
Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023
Refined Regret for Adversarial MDPs with Linear Function Approximation ICML 2023
Trajectory-Aware Eligibility Traces for Off-Policy Reinforcement Learning ICML 2023