Off-Policy Learning

Imitation Learning via Off-Policy Distribution Matching ICLR 2020 Population-Guided Parallel Policy Search for Reinforcement Learning ICLR 2020 Ranking Policy Gradient ICLR 2020 Importance Resampling for Off-policy Prediction NeurIPS 2019 Off-Policy Evaluation and Learning from Logged Bandit Feedback: Error Reduction via Surrogate Policy ICLR 2019 Interpolated Policy Gradient: Merging On-Policy and Off-Policy Gradient Estimation for Deep Reinforcement Learning NeurIPS 2017 The Self-Normalized Estimator for Counterfactual Learning NeurIPS 2015 Weighted importance sampling for off-policy learning with linear function approximation NeurIPS 2014 Regularized Off-Policy TD-Learning NeurIPS 2012 The Fixed Points of Off-Policy TD NeurIPS 2011 Double Q-learning NeurIPS 2010 Learning from Logged Implicit Exploration Data NeurIPS 2010 A Convergent $O(n)$ Temporal-difference Algorithm for Off-policy Learning with Linear Function Approximation NeurIPS 2008