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Policy Learning

2068 directly classified papers

Papers per year

Papers

Adaptive Order Q-learning IJCAI 2024
POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning CVPR 2024
Navigating Uncertainty in Epidemic Contexts with Reinforcement Learning AAAI 2024
Online Reinforcement Learning-Based Pedagogical Planning for Narrative-Centered Learning Environments AAAI 2024
On the Occupancy Measure of Non-Markovian Policies in Continuous MDPs ICML 2023
Beyond Reward: Offline Preference-guided Policy Optimization ICML 2023
Policy Regularization with Dataset Constraint for Offline Reinforcement Learning ICML 2023
Learning Compiler Pass Orders using Coreset and Normalized Value Prediction ICML 2023
Inverse Reinforcement Learning without Reinforcement Learning ICML 2023
Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023
Posterior Sampling for Deep Reinforcement Learning ICML 2023
Efficient Exploration via Epistemic-Risk-Seeking Policy Optimization ICML 2023
Actor-Critic Alignment for Offline-to-Online Reinforcement Learning ICML 2023
Better Training of GFlowNets with Local Credit and Incomplete Trajectories ICML 2023
Revisiting Bellman Errors for Offline Model Selection ICML 2023
ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs ICML 2023
Model-based Reinforcement Learning with Scalable Composite Policy Gradient Estimators ICML 2023
Towards Theoretical Understanding of Inverse Reinforcement Learning ICML 2023
Quantum Policy Gradient Algorithm with Optimized Action Decoding ICML 2023
MANSA: Learning Fast and Slow in Multi-Agent Systems ICML 2023
Double Duality: Variational Primal-Dual Policy Optimization for Constrained Reinforcement Learning JMLR 2023
LESSON: Learning to Integrate Exploration Strategies for Reinforcement Learning via an Option Framework ICML 2023
Offline Reinforcement Learning with Closed-Form Policy Improvement Operators ICML 2023
Internally Rewarded Reinforcement Learning ICML 2023
Convex Reinforcement Learning in Finite Trials JMLR 2023