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 1621–1630 of 15113 papers

Title	Date	Tasks	Status	Hype
Contextualized Rewriting for Text Summarization	Jan 31, 2021	Extractive Summarizationreinforcement-learning	CodeCode Available	1
Learning Synthetic Environments for Reinforcement Learning with Evolution Strategies	Jan 24, 2021	Acrobotreinforcement-learning	CodeCode Available	1
Differentiable Trust Region Layers for Deep Reinforcement Learning	Jan 22, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Robust Reinforcement Learning on State Observations with Learned Optimal Adversary	Jan 21, 2021	Adversarial Attackcontinuous-control	CodeCode Available	1
Unifying Cardiovascular Modelling with Deep Reinforcement Learning for Uncertainty Aware Control of Sepsis Treatment	Jan 21, 2021	Clinical KnowledgeDecision Making Under Uncertainty	CodeCode Available	1
mt5se: An Open Source Framework for Building Autonomous Trading Robots	Jan 20, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
UPDeT: Universal Multi-agent Reinforcement Learning via Policy Decoupling with Transformers	Jan 20, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Grounding Language to Entities and Dynamics for Generalization in Reinforcement Learning	Jan 19, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Deep Reinforcement Learning for Producing Furniture Layout in Indoor Scenes	Jan 19, 2021	Deep Reinforcement LearningPosition	CodeCode Available	1
Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach	Jan 19, 2021	Deep Reinforcement LearningDialogue Generation	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