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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
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Papers (including subtopics)

Dynamic Regret of Policy Optimization in Non-Stationary Environments NIPS 2020
The Mean-Squared Error of Double Q-Learning NIPS 2020
Sample Complexity of Asynchronous Q-Learning: Sharper Analysis and Variance Reduction NIPS 2020
Curriculum learning for multilevel budgeted combinatorial problems NIPS 2020
Implicit Distributional Reinforcement Learning NIPS 2020
RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning NIPS 2020
Strictly Batch Imitation Learning by Energy-based Distribution Matching NIPS 2020
Automatic Curriculum Learning through Value Disagreement NIPS 2020
The NetHack Learning Environment NIPS 2020
No-Regret Learning Dynamics for Extensive-Form Correlated Equilibrium NIPS 2020
Generalized Hindsight for Reinforcement Learning NIPS 2020
Critic Regularized Regression NIPS 2020
Off-Policy Interval Estimation with Lipschitz Value Iteration NIPS 2020
Improving Generalization in Reinforcement Learning with Mixture Regularization NIPS 2020
Pontryagin Differentiable Programming: An End-to-End Learning and Control Framework NIPS 2020
Novelty Search in Representational Space for Sample Efficient Exploration NIPS 2020
Robust Reinforcement Learning via Adversarial training with Langevin Dynamics NIPS 2020
One Solution is Not All You Need: Few-Shot Extrapolation via Structured MaxEnt RL NIPS 2020
Finite-Sample Analysis of Contractive Stochastic Approximation Using Smooth Convex Envelopes NIPS 2020
Reinforced Molecular Optimization with Neighborhood-Controlled Grammars NIPS 2020
Natural Policy Gradient Primal-Dual Method for Constrained Markov Decision Processes NIPS 2020
Offline Imitation Learning with a Misspecified Simulator NIPS 2020
PlanGAN: Model-based Planning With Sparse Rewards and Multiple Goals NIPS 2020
Bandit Linear Control NIPS 2020
Security Analysis of Safe and Seldonian Reinforcement Learning Algorithms NIPS 2020