Awesome machine learning for combinatorial optimization papers.
☆2,176Nov 3, 2026Updated this 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)☆919Sep 14, 2026Updated last month
- codes for the paper "POMO: Policy Optimization with Multiple Optima for Reinforcement Learning"☆269Oct 2, 2022Updated 4 years ago
- Recent research papers about Foundation Models for Combinatorial Optimization☆597Oct 15, 2026Updated 3 weeks ago
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆266Sep 10, 2024Updated 2 years ago
- Attention based model for learning to solve different routing problems☆1,389Aug 4, 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.
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆78Jul 2, 2025Updated last year
- Neural Combinatorial Optimization☆131Updated this week
- Extensible Combinatorial Optimization Learning Environments☆380Dec 20, 2025Updated 10 months ago
- Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)☆417Dec 21, 2021Updated 4 years ago
- A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).☆84Sep 15, 2026Updated last month
- Code for the paper 'Learning TSP Requires Rethinking Generalization' (CP 2021)☆244Aug 26, 2021Updated 5 years ago
- Machine Learning for Combinatorial Optimization - NeurIPS'21 competition☆139Aug 29, 2022Updated 4 years ago
- The repository archives papers regarding the combination of combinatorial optimization and machine learning and corresponding reading not…☆164Nov 2, 2020Updated 6 years ago
- ☆133Nov 7, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆55Sep 5, 2026Updated 2 months ago
- PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940☆612May 29, 2018Updated 8 years ago
- ☆47Nov 17, 2023Updated 2 years ago
- Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design S…☆47May 20, 2025Updated last year
- [AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time☆108Jan 25, 2025Updated last year
- ☆48Apr 30, 2025Updated last year
- A Python Graph Matching Toolkit.☆352Jun 5, 2026Updated 5 months ago
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆106Apr 19, 2023Updated 3 years 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
- 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.
- A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming☆698Oct 7, 2026Updated last month
- Implementation of "Learning Combinatorial Optimization Algorithms over Graphs"☆517May 25, 2019Updated 7 years ago
- Predict and search framework for MilP☆71Nov 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
- codes for the paper "Matrix Encoding Networks for Neural Combinatorial Optimization"☆88Dec 21, 2021Updated 4 years ago
- [NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization☆200Sep 29, 2024Updated 2 years ago
- Efficient Active Search☆53Mar 25, 2022Updated 4 years ago
- ☆96Oct 22, 2026Updated 2 weeks ago
- [ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"☆85Jun 3, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Learning to Perform Local Rewriting for Combinatorial Optimization☆154Dec 21, 2019Updated 6 years ago
- Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization☆204Jul 29, 2020Updated 6 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.☆883Aug 13, 2026Updated 2 months ago
- L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China☆100May 28, 2025Updated last year
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆26Mar 27, 2025Updated last year
- [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution☆309Jan 24, 2026Updated 9 months ago