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 4126–4150 of 15113 papers

Title	Date	Tasks	Status	Score
ReCCoVER: Detecting Causal Confusion for Explainable Reinforcement Learning	Mar 21, 2022	Deep Reinforcement Learningfeature selection	CodeCode Available	5
Towards Better Interpretability in Deep Q-Networks	Sep 15, 2018	Deep Reinforcement LearningQ-Learning	CodeCode Available	5
Robotic Surgery With Lean Reinforcement Learning	May 3, 2021	Q-Learningreinforcement-learning	CodeCode Available	5
Towards biologically plausible Dreaming and Planning in recurrent spiking networks	May 20, 2022	Autonomous DrivingModel-based Reinforcement Learning	CodeCode Available	5
Towards Closing the Sim-to-Real Gap in Collaborative Multi-Robot Deep Reinforcement Learning	Aug 18, 2020	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	5
OIL-AD: An Anomaly Detection Framework for Sequential Decision Sequences	Feb 7, 2024	Anomaly DetectionBehavioural cloning	CodeCode Available	5
RecoGym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising	Aug 2, 2018	Product RecommendationRecommendation Systems	CodeCode Available	5
Multivariate Time Series Early Classification Across Channel and Time Dimensions	Jun 26, 2023	ClassificationEarly Classification	CodeCode Available	5
Recommender systems and reinforcement learning for human-building interaction and context-aware support: A text mining-driven review of scientific literature	Nov 13, 2024	ArticlesCollaborative Filtering	CodeCode Available	5
Perceiving the World: Question-guided Reinforcement Learning for Text-based Games	Mar 20, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Towards Diverse and Accurate Image Captions via Reinforcing Determinantal Point Process	Aug 14, 2019	DiversityImage Captioning	CodeCode Available	5
Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning	Jun 6, 2024	Reinforcement Learning (RL)Time Series	CodeCode Available	5
Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning	Sep 29, 2020	Contrastive LearningMeta Reinforcement Learning	CodeCode Available	5
Towards Effective Planning Strategies for Dynamic Opinion Networks	Oct 18, 2024	BlockingMisinformation	CodeCode Available	5
MolOpt: Autonomous Molecular Geometry Optimization using Multi-Agent Reinforcement Learning	Aug 24, 2023	3D geometryComputational chemistry	CodeCode Available	5
Multi-view Disentanglement for Reinforcement Learning with Multiple Cameras	Apr 22, 2024	Disentanglementreinforcement-learning	CodeCode Available	5
Towards Empathic Deep Q-Learning	Jun 26, 2019	EthicsQ-Learning	CodeCode Available	5
Towards End-to-End Learning for Dialog State Tracking and Management using Deep Reinforcement Learning	Jun 8, 2016	Deep Reinforcement Learningdialog state tracking	CodeCode Available	5
RecSim: A Configurable Simulation Platform for Recommender Systems	Sep 11, 2019	Interactive RecommendationRecommendation Systems	CodeCode Available	5
Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access	Sep 3, 2016	reinforcement-learningReinforcement Learning	CodeCode Available	5
Towards Evaluating Adaptivity of Model-Based Reinforcement Learning Methods	Apr 25, 2022	Model-based Reinforcement Learningreinforcement-learning	CodeCode Available	5
Towards Finding Longer Proofs	May 30, 2019	Automated Theorem Provingreinforcement-learning	CodeCode Available	5
Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty	Oct 10, 2020	ManagementReinforcement Learning (RL)	CodeCode Available	5
Multi-View Reinforcement Learning	Oct 18, 2019	Decision Makingreinforcement-learning	CodeCode Available	5
Recurrent Experience Replay in Distributed Reinforcement Learning	May 1, 2019	Atari Gamesreinforcement-learning	CodeCode Available	5

Show:10 25 50

← PrevPage 166 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