SOTAVerified

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

Showing 48514900 of 15113 papers

TitleStatusHype
A Reinforcement Learning Approach to the View Planning Problem0
A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units0
A Reinforcement Learning Badminton Environment for Simulating Player Tactics (Student Abstract)0
Reinforcement Learning for Joint Optimization of Multiple Rewards0
A Reinforcement Learning Based Approach to Play Calling in Football0
A Reinforcement Learning-Based Approach to Graph Discovery in D2D-Enabled Federated Learning0
A Reinforcement Learning-Based Automatic Video Editing Method Using Pre-trained Vision-Language Model0
A reinforcement learning based construction material supply strategy using robotic crane and computer vision for building reconstruction after an earthquake0
A Reinforcement Learning Based Controller to Minimize Forces on the Crutches of a Lower-Limb Exoskeleton0
A reinforcement learning based decision support system in textile manufacturing process0
A Reinforcement Learning-based Economic Model Predictive Control Framework for Autonomous Operation of Chemical Reactors0
A Reinforcement-Learning-Based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline0
A Reinforcement Learning-Based Framework for Solving Physical Design Routing Problem in the Absence of Large Test Sets0
A Reinforcement Learning-based Offensive semantics Censorship System for Chatbots0
A Reinforcement Learning based Reset Policy for CDCL SAT Solvers0
A Reinforcement Learning-Based Task Mapping Method to Improve the Reliability of Clustered Manycores0
A Reinforcement Learning-Driven Transformer GAN for Molecular Generation0
A Reinforcement Learning-driven Translation Model for Search-Oriented Conversational Systems0
A Reinforcement Learning Engine with Reduced Action and State Space for Scalable Cyber-Physical Optimal Response0
A Reinforcement Learning Environment for Polyhedral Optimizations0
A Reinforcement Learning Environment for Automatic Code Optimization in the MLIR Compiler0
A Reinforcement Learning Formulation of the Lyapunov Optimization: Application to Edge Computing Systems with Queue Stability0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators0
A Reinforcement Learning Framework for Online Speaker Diarization0
A Reinforcement Learning Framework for PQoS in a Teleoperated Driving Scenario0
A REINFORCEMENT LEARNING FRAMEWORK FOR TIME DEPENDENT CAUSAL EFFECTS EVALUATION IN A/B TESTING0
ECSAS: Exploring Critical Scenarios from Action Sequence in Autonomous Driving0
Robust Reinforcement Learning for Risk-Sensitive Linear Quadratic Gaussian Control0
A Reinforcement learning method for Optical Thin-Film Design0
A Reinforcement Learning Neural Network for Robotic Manipulator Control0
A reinforcement learning strategy for p-adaptation in high order solvers0
A Reinforcement Learning System to Encourage Physical Activity in Diabetes Patients0
A Reinforcement Learning Theory for Homeostatic Regulation0
A Relearning Approach to Reinforcement Learning for Control of Smart Buildings0
Arena-Web -- A Web-based Development and Benchmarking Platform for Autonomous Navigation Approaches0
A Reusable Framework Based on Reinforcement Learning to Design Antennas for Curved Surfaces0
A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions0
A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions0
A Review of Cooperative Multi-Agent Deep Reinforcement Learning0
A Review of Explainable Artificial Intelligence in Manufacturing0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search0
A Review of Neural Network Based Machine Learning Approaches for Rotor Angle Stability Control0
A Review of Nine Physics Engines for Reinforcement Learning Research0
A Review of Off-Policy Evaluation in Reinforcement Learning0
A Review of Reinforcement Learning for Autonomous Building Energy Management0
A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare0
A Review of Reinforcement Learning in Financial Applications0
A Review of Safe Reinforcement Learning Methods for Modern Power Systems0
A Review of Symbolic, Subsymbolic and Hybrid Methods for Sequential Decision Making0
Show:102550
← PrevPage 98 of 303Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PPGMean Normalized Performance0.76Unverified
2PPOMean Normalized Performance0.58Unverified