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Traffic Signal Control

Control traffic lights/signals to optimize traffic.

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Papers

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Showing 1–50 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
LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban EnvironmentsCode2
LLMLight: Large Language Models as Traffic Signal Control AgentsCode2
X-Light: Cross-City Traffic Signal Control Using Transformer on Transformer as Meta Multi-Agent Reinforcement LearnerCode1
Joint Pedestrian and Vehicle Traffic Optimization in Urban Environments using Reinforcement LearningCode1
Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication MethodCode1
MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal ControlCode1
Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal ControlCode1
Traffic Signal Cycle Control with Centralized Critic and Decentralized Actors under Varying Intervention FrequenciesCode1
DataLight: Offline Data-Driven Traffic Signal ControlCode1
PyTSC: A Unified Platform for Multi-Agent Reinforcement Learning in Traffic Signal ControlCode1
LibSignal: An Open Library for Traffic Signal ControlCode1
CoLight: Learning Network-level Cooperation for Traffic Signal ControlCode1
IG-RL: Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal ControlCode1
Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control ProblemCode1
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal controlCode1
Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control OptimizationCode1
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
Open-TI: Open Traffic Intelligence with Augmented Language ModelCode1
Traffic Signal Control Using Lightweight Transformers: An Offline-to-Online RL ApproachCode1
A GPU-accelerated Large-scale Simulator for Transportation System Optimization BenchmarkingCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement LearningCode1
Testing Stationarity and Change Point Detection in Reinforcement LearningCode1
Model-based graph reinforcement learning for inductive traffic signal controlCode1
Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal ControlCode1
A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal ControlCode1
CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal ControlCode1
Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized IntersectionsCode1
Deep Reinforcement Q-Learning for Intelligent Traffic Signal Control with Partial DetectionCode1
DuaLight: Enhancing Traffic Signal Control by Leveraging Scenario-Specific and Scenario-Shared KnowledgeCode1
Efficient Pressure: Improving efficiency for signalized intersectionsCode1
UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal ControlCode1
AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control—0
Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles—0
A Genetic Programming System with an Epigenetic Mechanism for Traffic Signal Control—0
A Taxonomy of Adaptive Traffic Signal Control—0
A Survey on Traffic Signal Control Methods—0
A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning—0
Actor-Critic Algorithms for Risk-Sensitive MDPs—0
A Survey on Graph Neural Networks in Intelligent Transportation Systems—0
Assessment of Reward Functions for Reinforcement Learning Traffic Signal Control under Real-World Limitations—0
Artificial Intelligence in Traffic Systems—0
Coping with Large Traffic Volumes in Schedule-Driven Traffic Signal Control—0
A Deep Reinforcement Learning Approach for Fair Traffic Signal Control—0
A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control—0
Cumulative Prospect Theory Meets Reinforcement Learning: Prediction and Control—0
Decentralized Deep Reinforcement Learning for Network Level Traffic Signal Control—0
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