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 2111–2120 of 15113 papers

Title	Date	Tasks	Status	Hype
Agent with Warm Start and Active Termination for Plane Localization in 3D Ultrasound	Oct 10, 2019	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
Self-Paced Contextual Reinforcement Learning	Oct 7, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	1
Benchmarking Batch Deep Reinforcement Learning Algorithms	Oct 3, 2019	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
Improving Sample Efficiency in Model-Free Reinforcement Learning from Images	Oct 2, 2019	Image ReconstructionMuJoCo	CodeCode Available	1
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning	Oct 1, 2019	continuous-controlContinuous Control	CodeCode Available	1
Can Q-Learning with Graph Networks Learn a Generalizable Branching Heuristic for a SAT Solver?	Sep 26, 2019	Feature EngineeringQ-Learning	CodeCode Available	1
"Good Robot!": Efficient Reinforcement Learning for Multi-Step Visual Tasks with Sim to Real Transfer	Sep 25, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	1
ModelicaGym: Applying Reinforcement Learning to Modelica Models	Sep 18, 2019	Q-Learningreinforcement-learning	CodeCode Available	1
Reinforcement Learning for Temporal Logic Control Synthesis with Probabilistic Satisfaction Guarantees	Sep 11, 2019	Decision MakingDecision Making Under Uncertainty	CodeCode Available	1
VUSFA:Variational Universal Successor Features Approximator to Improve Transfer DRL for Target Driven Visual Navigation	Aug 18, 2019	reinforcement-learningReinforcement 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