Awesome machine learning for combinatorial optimization papers.
☆2,152Jul 19, 2026Updated last week
Alternatives and similar repositories for awesome-ml4co
Users that are interested in awesome-ml4co are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)☆895May 12, 2026Updated 2 months ago
- codes for the paper "POMO: Policy Optimization with Multiple Optima for Reinforcement Learning"☆266Oct 2, 2022Updated 3 years ago
- Recent research papers about Foundation Models for Combinatorial Optimization☆573Jul 22, 2026Updated last week
- Attention based model for learning to solve different routing problems☆1,382Aug 4, 2024Updated last year
- Machine Learning for Combinatorial Optimization - NeurIPS'21 competition☆138Aug 29, 2022Updated 3 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆262Sep 10, 2024Updated last year
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆74Jul 2, 2025Updated last year
- Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)☆412Dec 21, 2021Updated 4 years ago
- The repository archives papers regarding the combination of combinatorial optimization and machine learning and corresponding reading not…☆165Nov 2, 2020Updated 5 years ago
- Extensible Combinatorial Optimization Learning Environments☆372Dec 20, 2025Updated 7 months ago
- Neural Combinatorial Optimization☆119Jun 29, 2026Updated last month
- Code for the paper 'Learning TSP Requires Rethinking Generalization' (CP 2021)☆244Aug 26, 2021Updated 4 years ago
- ☆133Nov 7, 2022Updated 3 years ago
- ☆44Nov 17, 2023Updated 2 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.
- A Python Graph Matching Toolkit.☆351Jun 5, 2026Updated last month
- PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940☆612May 29, 2018Updated 8 years ago
- ☆47Apr 30, 2025Updated last year
- A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).☆80Jun 29, 2026Updated last month
- [AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time☆106Jan 25, 2025Updated last year
- Implementation of "Learning Combinatorial Optimization Algorithms over Graphs"☆517May 25, 2019Updated 7 years ago
- Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design S…☆46May 20, 2025Updated last year
- Predict and search framework for MilP☆68Nov 20, 2022Updated 3 years ago
- This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has be…☆121Jun 3, 2024Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆106Apr 19, 2023Updated 3 years ago
- [ICLR 2025] UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP☆18Jun 20, 2025Updated last year
- A research protocol for deep graph matching.☆881Jul 17, 2026Updated last week
- A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming☆682Jul 10, 2026Updated 2 weeks ago
- Code for the paper 'An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem' (INFORMS Annual Meeting Sessi…☆333Feb 10, 2022Updated 4 years ago
- Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization☆205Jul 29, 2020Updated 6 years ago
- Learning to Perform Local Rewriting for Combinatorial Optimization☆156Dec 21, 2019Updated 6 years ago
- codes for the paper "Matrix Encoding Networks for Neural Combinatorial Optimization"☆86Dec 21, 2021Updated 4 years ago
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆48Nov 17, 2025Updated 8 months 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.
- ☆34Sep 18, 2022Updated 3 years ago
- [ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"☆82Jun 3, 2025Updated last year
- Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers…☆20Oct 23, 2024Updated last year
- This repo implements our paper, "Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt", whic…☆56Jul 24, 2024Updated 2 years ago
- [NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization☆193Sep 29, 2024Updated last year
- Efficient Active Search☆53Mar 25, 2022Updated 4 years ago
- code repo for paper Unsupervised Learning for Solving the Travelling Salesman Problem☆59May 3, 2024Updated 2 years ago