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 3851–3875 of 15113 papers

Title	Date	Tasks	Status	Score
Challenging common bolus advisor for self-monitoring type-I diabetes patients using Reinforcement Learning	Jul 23, 2020	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	5
Deep reinforcement learning with time-scale invariant memory	Dec 19, 2024	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Fourier Features in Reinforcement Learning with Neural Networks	Sep 29, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	5
Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark	Sep 6, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Challenges in High-dimensional Reinforcement Learning with Evolution Strategies	Jun 4, 2018	reinforcement-learningReinforcement Learning	CodeCode Available	5
FORLORN: A Framework for Comparing Offline Methods and Reinforcement Learning for Optimization of RAN Parameters	Sep 8, 2022	Benchmarkingcontinuous-control	CodeCode Available	5
Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction	Mar 3, 2021	continuous-controlContinuous Control	CodeCode Available	5
FREED++: Improving RL Agents for Fragment-Based Molecule Generation by Thorough Reproduction	Jan 18, 2024	Molecular DockingReinforcement Learning (RL)	CodeCode Available	5
Fully Convolutional Network with Multi-Step Reinforcement Learning for Image Processing	Nov 10, 2018	DenoisingImage Denoising	CodeCode Available	5
Generative Planning for Temporally Coordinated Exploration in Reinforcement Learning	Jan 24, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	5
Flexible Option Learning	Dec 6, 2021	Deep Reinforcement LearningHierarchical Reinforcement Learning	CodeCode Available	5
ROBEL: Robotics Benchmarks for Learning with Low-Cost Robots	Sep 25, 2019	continuous-controlContinuous Control	CodeCode Available	5
Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning	Jan 27, 2020	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	5
Flight Controller Synthesis Via Deep Reinforcement Learning	Sep 14, 2019	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Flappy Hummingbird: An Open Source Dynamic Simulation of Flapping Wing Robots and Animals	Feb 25, 2019	Deep Reinforcement LearningOpenAI Gym	CodeCode Available	5
Fleet Control using Coregionalized Gaussian Process Policy Iteration	Nov 22, 2019	Gaussian Processesreinforcement-learning	CodeCode Available	5
CGAR: Critic Guided Action Redistribution in Reinforcement Leaning	Jun 23, 2022	MuJoCoReinforcement Learning (RL)	CodeCode Available	5
CFlowNets: Continuous Control with Generative Flow Networks	Mar 4, 2023	Active Learningcontinuous-control	CodeCode Available	5
Answers Unite! Unsupervised Metrics for Reinforced Summarization Models	Sep 4, 2019	Abstractive Text SummarizationQuestion Answering	CodeCode Available	5
Baconian: A Unified Open-source Framework for Model-Based Reinforcement Learning	Apr 23, 2019	Autonomous DrivingModel-based Reinforcement Learning	CodeCode Available	5
Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning	Dec 22, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Deep Spatial Autoencoders for Visuomotor Learning	Sep 21, 2015	reinforcement-learningReinforcement Learning	CodeCode Available	5
Deep Successor Reinforcement Learning	Jun 8, 2016	Deep Reinforcement LearningFPS Games	CodeCode Available	5
Certification of Iterative Predictions in Bayesian Neural Networks	May 21, 2021	Reinforcement Learning (RL)	CodeCode Available	5
Fine-tuning Reinforcement Learning Models is Secretly a Forgetting Mitigation Problem	Feb 5, 2024	Montezuma's RevengeNetHack	CodeCode Available	5

Show:10 25 50

← PrevPage 155 of 605Next →

Benchmark Results

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