TorchGRL is the source code for our paper Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments.
☆105Oct 22, 2022Updated 4 years ago
Alternatives and similar repositories for TorchGRL
Users that are interested in TorchGRL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The source code for our paper: Graph Reinforcement Learning Application to Co-operative Decision-Making in Mixed Autonomy Traffic: Framew…☆83Feb 7, 2024Updated 2 years ago
- GCN CAV☆14Mar 29, 2021Updated 5 years ago
- Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control☆67Oct 17, 2022Updated 4 years ago
- Implementation of a reinforcement learning agent able to do autonomous changing lane using Sumo☆91Mar 25, 2023Updated 3 years ago
- ☆11Oct 18, 2022Updated 4 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- MARL for Autonomous Vehicles☆348Oct 11, 2024Updated 2 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆32Oct 12, 2023Updated 3 years ago
- Reinforcement learning for traffic signal control (published research)☆39Oct 24, 2025Updated last year
- [ITSC 2021] Reinforcement Learning for Mixed Autonomy Intersections☆29Feb 26, 2023Updated 3 years ago
- Deep Q-Learning traffic light agent using Reinforcement Learning to maximize efficiency in a custom SUMO environment☆12Jul 26, 2023Updated 3 years ago
- Using RL-controlled vehicles as traffic regulator to reduce the travel time of emergency vehicles near intersections☆10Jan 27, 2022Updated 4 years ago
- The source code of paper "Decentralized Neighbouring Information Fusion for Traffic Network Signal Control" and related baselines.☆24Apr 30, 2024Updated 2 years ago
- codes for paper 《Neighborhood Cooperative Multiagent Reinforcement Learning for Adaptive Traffic Signal Control in Epidemic Regions》☆14Apr 3, 2022Updated 4 years ago
- The code repo for paper "Multi-intersection Traffic Optimisation: ABenchmark Dataset and a Strong Baseline"☆11Mar 15, 2022Updated 4 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method☆39Mar 23, 2025Updated last year
- multi agent RL for traffic light control in Sumo using distributed PPO☆145Jun 6, 2023Updated 3 years ago
- Deep Reinforcement Learning framework that uses GNN to solve planning tasks for infrastructural assets☆17Jan 15, 2022Updated 4 years ago
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆70Nov 17, 2020Updated 5 years ago
- Adaptive Traffic Signal Control of Autonomous Vehicles using Multi-Agent Reinforcement Learning techniques and SUMO tool for vehicular si…☆39Jul 9, 2022Updated 4 years ago
- sumo + RL + Routing☆19May 6, 2022Updated 4 years ago
- Code for paper: Traffic expertise meets residual RL: Knowledge-informed model-based residual reinforcement learning for CAV trajectory co…☆26Mar 1, 2025Updated last year
- This is a Machine Learning project made by myself, containing several algorithms from the Reinforcement Learning world (DQN, A2C, PPO) wi…☆23Mar 26, 2022Updated 4 years ago
- Code and figures for bottlenecks paper☆24Mar 24, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- This repository contains an attempt at using Graph Attention based Reinforcement Learning for graphical state space. The code also provid…☆10Jun 27, 2021Updated 5 years ago
- Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning☆89Jul 22, 2023Updated 3 years ago
- Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects☆59Feb 12, 2025Updated last year
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆24Jul 15, 2021Updated 5 years ago
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆18Nov 22, 2023Updated 2 years ago
- SUMO Simulation source code of the study - A Study of Applying Eco-Driving Speed Advisory on Transit Signal Priority☆17Feb 21, 2023Updated 3 years ago
- Python3 library able to connect the RLLIB framework with the SUMO simulator.☆27May 21, 2021Updated 5 years ago
- Simulation of Urban Mobility (SUMO) for Multi-Agent Reinforcement Learning☆22Mar 6, 2022Updated 4 years ago
- A backup file for my 2020 TRBAM poster paper submission.☆11Jun 6, 2020Updated 6 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Control Traffic lights intelligently with Reinforcement Learning!☆16Jun 11, 2020Updated 6 years ago
- A SUMO environment for differential varaible speed limits control☆58Jul 3, 2020Updated 6 years ago
- XRouting: An explainable vehicle rerouting system based on reinforcement learning with transformer structure☆17Feb 11, 2023Updated 3 years ago
- This is the official code of the paper "Continual Interactive Behavior Learning With Scenarios Divergence Measurement: A Dynamic Gradient…☆18Jan 13, 2025Updated last year
- Source code for UQnet☆16May 23, 2024Updated 2 years ago
- This study is to investigate the optimal control strategies at crosswalks using traffic signal controllers. A multi-agent reinforcement l…☆12Jan 3, 2023Updated 3 years ago
- [IEEE T-ASE] [IROS 2022] Unified Automatic Control of Vehicular Systems With Reinforcement Learning☆43Nov 29, 2023Updated 2 years ago