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Policy Learning

2068 directly classified papers

Papers per year

Papers

Warm-Start Actor-Critic: From Approximation Error to Sub-optimality Gap ICML 2023
Task-Oriented Koopman-Based Control with Contrastive Encoder CORL 2023
Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control AAAI 2023
Policy-Based Primal-Dual Methods for Convex Constrained Markov Decision Processes AAAI 2023
trlX: A Framework for Large Scale Open Source RLHF EMNLP 2023
Learning Pessimism for Reinforcement Learning AAAI 2023
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code Synthesis EMNLP 2023
The Sufficiency of Off-Policyness and Soft Clipping: PPO Is Still Insufficient according to an Off-Policy Measure AAAI 2023
A Minimal Approach for Natural Language Action Space in Text-based Games EMNLP 2023
Global Convergence of Two-Timescale Actor-Critic for Solving Linear Quadratic Regulator AAAI 2023
Harnessing the Plug-and-Play Controller by Prompting EMNLP 2023
Policy Learning for Active Target Tracking over Continuous $SE(3)$ Trajectories L4DC 2023
Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning CORL 2023
Enhancing Language Model with Unit Test Techniques for Efficient Regular Expression Generation EMNLP 2023
Soft Action Priors: Towards Robust Policy Transfer AAAI 2023
Exploiting Multiple Abstractions in Episodic RL via Reward Shaping AAAI 2023
Augmented Proximal Policy Optimization for Safe Reinforcement Learning AAAI 2023
Adaptive Policy Learning for Offline-to-Online Reinforcement Learning AAAI 2023
On the Convergence of SARSA with Linear Function Approximation ICML 2023
Policy Gradient Play with Networked Agents in Markov Potential Games L4DC 2023
Adaptive Barrier Smoothing for First-Order Policy Gradient with Contact Dynamics ICML 2023
Actor-Critic Alignment for Offline-to-Online Reinforcement Learning ICML 2023
Learning to Describe for Predicting Zero-shot Drug-Drug Interactions EMNLP 2023
On the Global Convergence of Risk-Averse Policy Gradient Methods with Expected Conditional Risk Measures ICML 2023
Boosting Offline Reinforcement Learning with Action Preference Query ICML 2023