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Policy Learning

2068 directly classified papers

Papers per year

Papers

Coordinate Ascent for Off-Policy RL with Global Convergence Guarantees AISTATS 2023
Safe Policy Improvement for POMDPs via Finite-State Controllers AAAI 2023
On the Convergence of SARSA with Linear Function Approximation ICML 2023
Few-Shot Structured Policy Learning for Multi-Domain and Multi-Task Dialogues EACL 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
Goal-Conditioned Generators of Deep Policies AAAI 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
Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL ICML 2023
Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents ICML 2023
Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control AAAI 2023
Optimal Goal-Reaching Reinforcement Learning via Quasimetric Learning ICML 2023
Policy Gradient in Robust MDPs with Global Convergence Guarantee ICML 2023
Eventual Discounting Temporal Logic Counterfactual Experience Replay ICML 2023
Reinforcement Learning with History Dependent Dynamic Contexts ICML 2023
VA-learning as a more efficient alternative to Q-learning ICML 2023
DoMo-AC: Doubly Multi-step Off-policy Actor-Critic Algorithm ICML 2023
On the Effectiveness of Offline RL for Dialogue Response Generation ICML 2023
TGRL: An Algorithm for Teacher Guided Reinforcement Learning ICML 2023
Local Explanations for Reinforcement Learning AAAI 2023
Identifiability and Generalizability in Constrained Inverse Reinforcement Learning ICML 2023
Off-Policy Average Reward Actor-Critic with Deterministic Policy Search ICML 2023
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code Synthesis EMNLP 2023
Robust Satisficing MDPs ICML 2023