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 1201–1210 of 15113 papers

Title	Date	Tasks	Status	Hype
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks	Jun 14, 2020	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
Deep Reinforcement Learning at the Edge of the Statistical Precipice	Aug 30, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Game-Theoretic Multiagent Reinforcement Learning	Nov 1, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Deep Reinforcement Learning based Group Recommender System	Jun 13, 2021	Deep Reinforcement LearningRecommendation Systems	CodeCode Available	1
Deep Reinforcement Learning Control of Quantum Cartpoles	Oct 21, 2019	Deep LearningDeep Reinforcement Learning	CodeCode Available	1
Deep Reinforcement Learning for Cryptocurrency Trading: Practical Approach to Address Backtest Overfitting	Sep 12, 2022	Algorithmic TradingDeep Reinforcement Learning	CodeCode Available	1
Action Guidance: Getting the Best of Sparse Rewards and Shaped Rewards for Real-time Strategy Games	Oct 5, 2020	Real-Time Strategy GamesReinforcement Learning (RL)	CodeCode Available	1
Approximating Gradients for Differentiable Quality Diversity in Reinforcement Learning	Feb 8, 2022	Diversityreinforcement-learning	CodeCode Available	1
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification	Mar 15, 2021	ClassificationDeep Reinforcement Learning	CodeCode Available	1
Compiler Optimization for Quantum Computing Using Reinforcement Learning	Dec 8, 2022	Compiler Optimizationreinforcement-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