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 1351–1360 of 15113 papers

Title	Date	Tasks	Status	Hype
#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning	Nov 15, 2016	Atari Gamescontinuous-control	CodeCode Available	1
Exploration by Random Network Distillation	Oct 30, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Exploration via Elliptical Episodic Bonuses	Oct 11, 2022	Reinforcement Learning (RL)	CodeCode Available	1
Exploration via Planning for Information about the Optimal Trajectory	Oct 6, 2022	Reinforcement Learning (RL)	CodeCode Available	1
Communicative Reinforcement Learning Agents for Landmark Detection in Brain Images	Aug 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning	Jul 11, 2019	Natural Language Understandingreinforcement-learning	CodeCode Available	1
Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning	May 24, 2023	Offline RLReinforcement Learning (RL)	CodeCode Available	1
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control	Dec 19, 2021	Reinforcement Learning (RL)Traffic Signal Control	CodeCode Available	1
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning	Oct 8, 2024	GSM8KMulti-agent Reinforcement Learning	CodeCode Available	1
Co-designing Intelligent Control of Building HVACs and Microgrids	Jul 18, 2021	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1

Show:10 25 50

← PrevPage 136 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