Graph Neural Networks

Solving the Job Shop Scheduling Problem with Graph Neural Networks: A Customizable Reinforcement Learning Environment
Solving the Job Shop Scheduling Problem with Graph Neural Networks: A Customizable Reinforcement Learning Environment

Created JobShopLib, an open-source library that enables researchers to create, visualise, and solve the JSSP using customisable RL environments.

Jun 10, 2025

Generating Realistic and Difficult JSSP Instances with an Adapted Adjacency-Matrix-based GAN
Generating Realistic and Difficult JSSP Instances with an Adapted Adjacency-Matrix-based GAN

Generative adversarial framework to produce larger, harder Job Shop Scheduling Problem instances plus a novel difficulty metric.

Jan 31, 2024