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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

Influence-Augmented Local Simulators: a Scalable Solution for Fast Deep RL in Large Networked Systems ICML 2022
Reinforcement Learning with Almost Sure Constraints L4DC 2022
MyoSuite: A Contact-rich Simulation Suite for Musculoskeletal Motor Control L4DC 2022
Learning to Reach, Swim, Walk and Fly in One Trial: Data-Driven Control with Scarce Data and Side Information L4DC 2022
Modeling Partially Observable Systems using Graph-Based Memory and Topological Priors L4DC 2022
PowerGym: A Reinforcement Learning Environment for Volt-Var Control in Power Distribution Systems L4DC 2022
Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP ICML 2022
Near-Optimal Algorithms for Autonomous Exploration and Multi-Goal Stochastic Shortest Path ICML 2022
Tell me why! Explanations support learning relational and causal structure ICML 2022
Flow-based Recurrent Belief State Learning for POMDPs ICML 2022
From Dirichlet to Rubin: Optimistic Exploration in RL without Bonuses ICML 2022
Learning Interpretable, High-Performing Policies for Autonomous Driving RSS 2022
Soft Robots Learn to Crawl: Jointly Optimizing Design and Control with Sim-to-Real Transfer RSS 2022
Application of Neurosymbolic AI to Sequential Decision Making IJCAI 2022
Rapid Locomotion via Reinforcement Learning RSS 2022
Human Motion Control of Quadrupedal Robots using Deep Reinforcement Learning RSS 2022
MIRROR: Differentiable Deep Social Projection for Assistive Human-Robot Communication RSS 2022
A Temporal-Difference Approach to Policy Gradient Estimation ICML 2022
Can Q-learning be Improved with Advice? COLT 2022
Lagrangian Method for Q-Function Learning (with Applications to Machine Translation) ICML 2022
AME: Attention and Memory Enhancement in Hyper-Parameter Optimization CVPR 2022
Sequential Voting With Relational Box Fields for Active Object Detection CVPR 2022
Scalable ML Methods to Optimize KPIs in Real-World Manufacturing Processes IJCAI 2022
Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022
A Closed-Loop Perception, Decision-Making and Reasoning Mechanism for Human-Like Navigation IJCAI 2022