Awesome machine learning for combinatorial optimization papers.
☆2,092Nov 7, 2025Updated 4 months ago
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)☆830Jan 22, 2026Updated 2 months ago
- codes for the paper "POMO: Policy Optimization with Multiple Optima for Reinforcement Learning"☆244Oct 2, 2022Updated 3 years ago
- Recent research papers about Foundation Models for Combinatorial Optimization☆496Mar 15, 2026Updated 2 weeks ago
- Attention based model for learning to solve different routing problems☆1,343Aug 4, 2024Updated last year
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆249Sep 10, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Machine Learning for Combinatorial Optimization - NeurIPS'21 competition☆138Aug 29, 2022Updated 3 years ago
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆73Jul 2, 2025Updated 8 months ago
- The repository archives papers regarding the combination of combinatorial optimization and machine learning and corresponding reading not…☆165Nov 2, 2020Updated 5 years ago
- Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)☆405Dec 21, 2021Updated 4 years ago
- Extensible Combinatorial Optimization Learning Environments☆364Dec 20, 2025Updated 3 months ago
- Code for the paper 'Learning TSP Requires Rethinking Generalization' (CP 2021)☆241Aug 26, 2021Updated 4 years ago
- Neural Combinatorial Optimization☆100Mar 23, 2026Updated last week
- ☆134Nov 7, 2022Updated 3 years ago
- ☆43Nov 17, 2023Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- A Python Graph Matching Toolkit.☆348Mar 14, 2026Updated 2 weeks ago
- PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940☆607May 29, 2018Updated 7 years ago
- ☆47Apr 30, 2025Updated 11 months ago
- [AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time☆101Jan 25, 2025Updated last year
- Implementation of "Learning Combinatorial Optimization Algorithms over Graphs"☆515May 25, 2019Updated 6 years ago
- Predict and search framework for MilP☆67Nov 20, 2022Updated 3 years ago
- This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has be…☆118Jun 3, 2024Updated last year
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆44Nov 17, 2025Updated 4 months ago
- Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design S…☆45May 20, 2025Updated 10 months ago
- NordVPN Special Discount Offer • AdSave on top-rated NordVPN 1 or 2-year plans with secure browsing, privacy protection, and support for for all major platforms.
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆105Apr 19, 2023Updated 2 years ago
- A research protocol for deep graph matching.☆877Mar 19, 2026Updated last week
- A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming☆647Feb 24, 2026Updated last month
- Code for the paper 'An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem' (INFORMS Annual Meeting Sessi…☆329Feb 10, 2022Updated 4 years ago
- Learning to Perform Local Rewriting for Combinatorial Optimization☆154Dec 21, 2019Updated 6 years ago
- Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization☆202Jul 29, 2020Updated 5 years ago
- A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).☆75Mar 16, 2026Updated 2 weeks ago
- [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution☆259Jan 24, 2026Updated 2 months ago
- [ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"☆82Jun 3, 2025Updated 9 months ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers…☆20Oct 23, 2024Updated last year
- ☆34Sep 18, 2022Updated 3 years ago
- This repo implements our paper, "Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt", whic…☆52Jul 24, 2024Updated last year
- [NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization☆182Sep 29, 2024Updated last year
- [TMLR 2025 + ICML 2024 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems☆111Dec 3, 2025Updated 3 months ago
- Efficient Active Search☆53Mar 25, 2022Updated 4 years ago
- codes for the paper "Matrix Encoding Networks for Neural Combinatorial Optimization"☆79Dec 21, 2021Updated 4 years ago