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Reinforcement Learning

7,982 papers (84 classified directly here)

Subtopics

Methods (6,493) Applications (2,922)

Papers per year

9
43
48
875
672
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Papers (including subtopics)

Finding Friend and Foe in Multi-Agent Games NIPS 2019
Causal Confusion in Imitation Learning NIPS 2019
MCP: Learning Composable Hierarchical Control with Multiplicative Compositional Policies NIPS 2019
Learning Compositional Neural Programs with Recursive Tree Search and Planning NIPS 2019
Mo' States Mo' Problems: Emergency Stop Mechanisms from Observation NIPS 2019
Distributional Reward Decomposition for Reinforcement Learning NIPS 2019
Provably Global Convergence of Actor-Critic: A Case for Linear Quadratic Regulator with Ergodic Cost NIPS 2019
Neural Temporal-Difference Learning Converges to Global Optima 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
Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning NIPS 2019
Better Exploration with Optimistic Actor Critic 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
Staying up to Date with Online Content Changes Using Reinforcement Learning for Scheduling NIPS 2019
Learning Transferable Graph Exploration NIPS 2019
Off-Policy Evaluation via Off-Policy Classification NIPS 2019