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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)

Machine versus Human Attention in Deep Reinforcement Learning Tasks NIPS 2021
Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration NIPS 2021
Mastering Atari Games with Limited Data NIPS 2021
Why Generalization in RL is Difficult: Epistemic POMDPs and Implicit Partial Observability NIPS 2021
Learning Barrier Certificates: Towards Safe Reinforcement Learning with Zero Training-time Violations NIPS 2021
A Max-Min Entropy Framework for Reinforcement Learning NIPS 2021
Reward is enough for convex MDPs NIPS 2021
Sample-Efficient Learning of Stackelberg Equilibria in General-Sum Games NIPS 2021
Navigating to the Best Policy in Markov Decision Processes NIPS 2021
Robust Inverse Reinforcement Learning under Transition Dynamics Mismatch NIPS 2021
Fast Algorithms for $L_\infty$-constrained S-rectangular Robust MDPs NIPS 2021
Robust Deep Reinforcement Learning through Adversarial Loss NIPS 2021
Provable Model-based Nonlinear Bandit and Reinforcement Learning: Shelve Optimism, Embrace Virtual Curvature NIPS 2021
Exploration-Exploitation in Multi-Agent Competition: Convergence with Bounded Rationality NIPS 2021
Coordinated Proximal Policy Optimization NIPS 2021
Width-based Lookaheads with Learnt Base Policies and Heuristics Over the Atari-2600 Benchmark NIPS 2021
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings NIPS 2021
Successor Feature Landmarks for Long-Horizon Goal-Conditioned Reinforcement Learning NIPS 2021
Is Bang-Bang Control All You Need? Solving Continuous Control with Bernoulli Policies NIPS 2021
Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture NIPS 2021
Policy Finetuning: Bridging Sample-Efficient Offline and Online Reinforcement Learning NIPS 2021
Universal Off-Policy Evaluation NIPS 2021
Online and Offline Reinforcement Learning by Planning with a Learned Model NIPS 2021
Robust Predictable Control NIPS 2021
Fast Policy Extragradient Methods for Competitive Games with Entropy Regularization NIPS 2021