Popular GitHub Repositories for Neural Combinatorial Optimization

PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940

Recent research papers about Foundation Models for Combinatorial Optimization

Deep Reinforcement Learning for Multiobjective Optimization. Code for this paper

This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has been accepted at NeurIPS 2021.

[ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"

This repo implements our paper, "Efficient Neural Neighborhood Search for Pickup and Delivery Problems", which has been accepted as short oral at IJCAI 2022.

This repo implements our paper, "Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt", which has been accepted at NeurIPS 2023.

[IROS 2024] EPH: Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding

[AAMAS 2025] CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems

A peper list for machine learning models solving combinatorial problems, NP-hard problems and problems in graphs.