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Traffic Signal Control

Control traffic lights/signals to optimize traffic.

( Image credit: Flaticon )

Papers

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Showing 1–25 of 201 papers

TitleStatusHype
A Comparative Study of Algorithms for Intelligent Traffic Signal ControlCode2
iLLM-TSC: Integration reinforcement learning and large language model for traffic signal control policy improvementCode2
LLMLight: Large Language Models as Traffic Signal Control AgentsCode2
LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban EnvironmentsCode2
Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized IntersectionsCode1
Towards Real-World Deployment of Reinforcement Learning for Traffic Signal ControlCode1
Prompt to Transfer: Sim-to-Real Transfer for Traffic Signal Control with Prompt LearningCode1
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal controlCode1
Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control ProblemCode1
Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal ControlCode1
Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control OptimizationCode1
ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement LearningCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
LibSignal: An Open Library for Traffic Signal ControlCode1
CoLight: Learning Network-level Cooperation for Traffic Signal ControlCode1
A GPU-accelerated Large-scale Simulator for Transportation System Optimization BenchmarkingCode1
DataLight: Offline Data-Driven Traffic Signal ControlCode1
Deep Reinforcement Q-Learning for Intelligent Traffic Signal Control with Partial DetectionCode1
A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal ControlCode1
Efficient Pressure: Improving efficiency for signalized intersectionsCode1
CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal ControlCode1
IG-RL: Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal ControlCode1
DuaLight: Enhancing Traffic Signal Control by Leveraging Scenario-Specific and Scenario-Shared KnowledgeCode1
Joint Pedestrian and Vehicle Traffic Optimization in Urban Environments using Reinforcement LearningCode1
MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal ControlCode1
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