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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)

Model-Based Reinforcement Learning via Latent-Space Collocation ICML 2021
Recomposing the Reinforcement Learning Building Blocks with Hypernetworks ICML 2021
State Entropy Maximization with Random Encoders for Efficient Exploration ICML 2021
RRL: Resnet as representation for Reinforcement Learning ICML 2021
State Relevance for Off-Policy Evaluation ICML 2021
Structured World Belief for Reinforcement Learning in POMDP ICML 2021
Multi-Task Reinforcement Learning with Context-based Representations ICML 2021
Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks ICML 2021
PC-MLP: Model-based Reinforcement Learning with Policy Cover Guided Exploration ICML 2021
Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning ICML 2021
Decoupling Representation Learning from Reinforcement Learning ICML 2021
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning ICML 2021
Reinforcement Learning for Cost-Aware Markov Decision Processes ICML 2021
Of Moments and Matching: A Game-Theoretic Framework for Closing the Imitation Gap ICML 2021
Taylor Expansion of Discount Factors ICML 2021
REPAINT: Knowledge Transfer in Deep Reinforcement Learning ICML 2021
Online Learning in Unknown Markov Games ICML 2021
A New Formalism, Method and Open Issues for Zero-Shot Coordination ICML 2021
Neuro-algorithmic Policies Enable Fast Combinatorial Generalization ICML 2021
Safe Reinforcement Learning Using Advantage-Based Intervention ICML 2021
Task-Optimal Exploration in Linear Dynamical Systems ICML 2021
Learning and Planning in Average-Reward Markov Decision Processes ICML 2021
Global Convergence of Policy Gradient for Linear-Quadratic Mean-Field Control/Game in Continuous Time ICML 2021
SCC: an efficient deep reinforcement learning agent mastering the game of StarCraft II ICML 2021
Quantum algorithms for reinforcement learning with a generative model ICML 2021