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Reinforcement Learning

2,944 papers

Papers per year

22
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284
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Papers

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
Divergence-Augmented Policy Optimization NIPS 2019
DualDICE: Behavior-Agnostic Estimation of Discounted Stationary Distribution Corrections NIPS 2019
Unsupervised Learning of Object Keypoints for Perception and Control NIPS 2019
A neurally plausible model learns successor representations in partially observable environments NIPS 2019
Finite-Time Performance Bounds and Adaptive Learning Rate Selection for Two Time-Scale Reinforcement Learning NIPS 2019
A Model-Based Reinforcement Learning with Adversarial Training for Online Recommendation NIPS 2019
Two Time-scale Off-Policy TD Learning: Non-asymptotic Analysis over Markovian Samples NIPS 2019
Weight Agnostic Neural Networks NIPS 2019