Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1981–1990 of 15113 papers

Title	Date	Tasks	Status	Hype
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization	Jun 2, 2020	Combinatorial OptimizationDeep Reinforcement Learning	CodeCode Available	1
Sliding Puzzles Gym: A Scalable Benchmark for State Representation in Visual Reinforcement Learning	Oct 17, 2024	Decision MakingReinforcement Learning (RL)	CodeCode Available	1
Combining Reinforcement Learning with Model Predictive Control for On-Ramp Merging	Nov 17, 2020	Autonomous DrivingModel Predictive Control	CodeCode Available	1
Snooping Attacks on Deep Reinforcement Learning	May 28, 2019	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Social Influence as Intrinsic Motivation for Multi-Agent Deep Reinforcement Learning	Oct 19, 2018	counterfactualCounterfactual Reasoning	CodeCode Available	1
Battlesnake Challenge: A Multi-agent Reinforcement Learning Playground with Human-in-the-loop	Jul 20, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Soft Actor-Critic Deep Reinforcement Learning for Fault Tolerant Flight Control	Feb 16, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Bayesian Action Decoder for Deep Multi-Agent Reinforcement Learning	Nov 4, 2018	DecoderMulti-agent Reinforcement Learning	CodeCode Available	1
SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulation	Nov 14, 2020	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
Learning to combine primitive skills: A step towards versatile robotic manipulation	Aug 2, 2019	Data AugmentationImitation Learning	CodeCode Available	1

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified