Popular GitHub Repositories for Traffic Signal Control

Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.

Decision Intelligence platform for Traffic Crossing Signal Control

Multi & Single Agent Reinforcement Learning for Traffic Signal Control Problem

This repository contains the code for the paper "LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments".

SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control

Investigating Q-Learning and DQN variants for Traffic Signal Control problem

Study on the application of reinforcement learning to the management of a traffic light intersection.

基于SUMO平台，使用深度强化学习的交通信号自适应控制

文档：

【ICDCS 2025】PairUpLight：一种用于协调多路口交通信号控制的多智能体强化学习方法