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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 4276–4300 of 15113 papers

TitleStatusHype
A Deep Reinforcement Learning Approach to Multi-component Job Scheduling in Edge Computing—0
A Deep Reinforcement Learning Approach to Concurrent Bilateral Negotiation—0
A Deep Reinforcement Learning Approach to Efficient Drone Mobility Support—0
A Deep Reinforcement Learning Approach to Rare Event Estimation—0
A Deep Reinforcement Learning Architecture for Multi-stage Optimal Control—0
A Deep Reinforcement Learning-Based Controller for Magnetorheological-Damped Vehicle Suspension—0
A Deep Reinforcement Learning-based Adaptive Charging Policy for Wireless Rechargeable Sensor Networks—0
A Deep Reinforcement Learning-Based Caching Strategy for IoT Networks with Transient Data—0
A Deep Reinforcement Learning-Based Charging Scheduling Approach with Augmented Lagrangian for Electric Vehicle—0
Deep Reinforcement-Learning-based Driving Policy for Autonomous Road Vehicles—0
A Deep Reinforcement Learning-based Sliding Mode Control Design for Partially-known Nonlinear Systems—0
A Deep Reinforcement Learning Blind AI in DareFightingICE—0
A Deep Reinforcement Learning Chatbot—0
A Deep Reinforcement Learning Chatbot (Short Version)—0
A Deep Reinforcement Learning Framework for Rebalancing Dockless Bike Sharing Systems—0
A Deep Reinforcement Learning Framework for Continuous Intraday Market Bidding—0
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing—0
A Deep Reinforcement Learning Framework for Rapid Diagnosis of Whole Slide Pathological Images—0
A Deep Reinforcement Learning Framework for Optimizing Congestion Control in Data Centers—0
A deep reinforcement learning model based on deterministic policy gradient for collective neural crest cell migration—0
A deep reinforcement learning model for predictive maintenance planning of road assets: Integrating LCA and LCCA—0
A Deep Reinforcement Learning Strategy for UAV Autonomous Landing on a Platform—0
A Deep Reinforcement Learning Trader without Offline Training—0
A Deep Value-network Based Approach for Multi-Driver Order Dispatching—0
A Definition of Happiness for Reinforcement Learning Agents—0
Show:102550
← PrevPage 172 of 605Next →

Benchmark Results

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