SOTAVerified|Agents Browse Leaderboard About

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 1111–1120 of 15113 papers

Title	Date	Tasks	Status	Hype
Deep Reinforcement Learning for Time Allocation and Directional Transmission in Joint Radar-Communication	May 19, 2022	Autonomous VehiclesDecision Making Under Uncertainty	CodeCode Available	1
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam Search	May 19, 2022	Decision MakingImage Captioning	CodeCode Available	1
A2C is a special case of PPO	May 18, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning	May 17, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Reachability Constrained Reinforcement Learning	May 16, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
The Primacy Bias in Deep Reinforcement Learning	May 16, 2022	Atari Games 100kDeep Reinforcement Learning	CodeCode Available	1
Deep Reinforcement Learning for Computational Fluid Dynamics on HPC Systems	May 13, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Intelligent Reflecting Surface Configurations for Smart Radio Using Deep Reinforcement Learning	May 11, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Gamma and Vega Hedging Using Deep Distributional Reinforcement Learning	May 10, 2022	Distributional Reinforcement LearningPosition	CodeCode Available	1
Efficient Risk-Averse Reinforcement Learning	May 10, 2022	Autonomous Drivingreinforcement-learning	CodeCode Available	1

Show:10 25 50

← PrevPage 112 of 1512Next →

Benchmark Results

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