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 631–640 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
DeepFreight: Integrating Deep Reinforcement Learning and Mixed Integer Programming for Multi-transfer Truck Freight Delivery	Mar 5, 2021	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewards	Jun 18, 2022	Computational EfficiencyDemand Forecasting	CodeCode Available	1	5
Deep Active Inference for Partially Observable MDPs	Sep 8, 2020	Deep Reinforcement LearningQ-Learning	CodeCode Available	1	5
Decoupling Value and Policy for Generalization in Reinforcement Learning	Feb 20, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Deep Actor-Critic Learning for Distributed Power Control in Wireless Mobile Networks	Sep 14, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Asset Allocation: From Markowitz to Deep Reinforcement Learning	Jul 14, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Decoupling Strategy and Generation in Negotiation Dialogues	Aug 29, 2018	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Deep Black-Box Reinforcement Learning with Movement Primitives	Oct 18, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Actor-Attention-Critic for Multi-Agent Reinforcement Learning	Oct 5, 2018	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Accelerating Quadratic Optimization with Reinforcement Learning	Jul 22, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1	5

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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