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Reinforcement Learning

2932 directly classified papers

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Papers

Variance Reduced Policy Evaluation with Smooth Function Approximation NIPS 2019
Privacy-Preserving Q-Learning with Functional Noise in Continuous Spaces NIPS 2019
Learning Data Manipulation for Augmentation and Weighting NIPS 2019
Learning from Trajectories via Subgoal Discovery NIPS 2019
Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement Learning NIPS 2019
Adaptive Temporal-Difference Learning for Policy Evaluation with Per-State Uncertainty Estimates NIPS 2019
Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards NIPS 2019
Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes NIPS 2019
Limiting Extrapolation in Linear Approximate Value Iteration NIPS 2019
Provably Global Convergence of Actor-Critic: A Case for Linear Quadratic Regulator with Ergodic Cost NIPS 2019
Importance Resampling for Off-policy Prediction NIPS 2019
Regret Bounds for Learning State Representations in Reinforcement Learning NIPS 2019
Policy Learning for Fairness in Ranking NIPS 2019
Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NIPS 2019
Reconciling λ-Returns with Experience Replay NIPS 2019
Finite-Sample Analysis for SARSA with Linear Function Approximation NIPS 2019
Regret Minimization for Reinforcement Learning with Vectorial Feedback and Complex Objectives NIPS 2019
Online Stochastic Shortest Path with Bandit Feedback and Unknown Transition Function NIPS 2019
A Family of Robust Stochastic Operators for Reinforcement Learning NIPS 2019
Trust Region-Guided Proximal Policy Optimization NIPS 2019
Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model NIPS 2019
Finite-time Analysis of Approximate Policy Iteration for the Linear Quadratic Regulator NIPS 2019
Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs NIPS 2019
Goal-conditioned Imitation Learning NIPS 2019
Game Design for Eliciting Distinguishable Behavior NIPS 2019