Recent research papers about Foundation Models for Combinatorial Optimization
☆530Mar 31, 2026Updated last month
Alternatives and similar repositories for awesome-fm4co
Users that are interested in awesome-fm4co are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution☆273Jan 24, 2026Updated 3 months ago
- A Collection on Large Language Models for Optimization☆365Mar 31, 2026Updated last month
- [TMLR 2025 + ICML 2024 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems☆116Dec 3, 2025Updated 5 months ago
- A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)☆867Jan 22, 2026Updated 3 months ago
- [NeurIPS 2025] PARCO: Parallel AutoRegressive Combinatorial Optimization☆51Dec 3, 2025Updated 5 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆43Nov 17, 2023Updated 2 years ago
- [ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"☆82Jun 3, 2025Updated 11 months ago
- Neural Combinatorial Optimization☆108Apr 8, 2026Updated last month
- L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China☆96May 28, 2025Updated 11 months ago
- Evolution of Heuristics☆309Apr 17, 2026Updated 3 weeks ago
- [AAMAS 2025 Oral] CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems☆32Dec 3, 2025Updated 5 months ago
- ☆50May 14, 2025Updated 11 months ago
- multi-task learning for routing problem☆24Dec 2, 2025Updated 5 months ago
- [ICML'24 Oral] Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems☆41Apr 6, 2025Updated last year
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Official repository for the TMLR paper "Self-Improvement for Neural Combinatorial Optimization: Sample Without Replacement, but Improveme…☆30Jan 22, 2026Updated 3 months ago
- LLM4OR homepage project.☆26Aug 29, 2025Updated 8 months ago
- Awesome machine learning for combinatorial optimization papers.☆2,107May 1, 2026Updated last week
- The official implementation of "RouteExplainer: An Explanation Framework for Vehicle Routing Problem" (PAKDD 2024, oral)☆17Apr 5, 2024Updated 2 years ago
- This repo implements our paper, "Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt", whic…☆54Jul 24, 2024Updated last year
- [ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More☆14Jul 12, 2024Updated last year
- The LLMOPT project offers a comprehensive set of resources, including the model, dataset, training framework, and inference code, enablin…☆139Nov 19, 2025Updated 5 months ago
- [NeurIPS 2024] Learning to Handle Complex Constraints for Vehicle Routing Problems☆43Feb 17, 2026Updated 2 months ago
- [AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time☆102Jan 25, 2025Updated last year
- 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] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization☆187Sep 29, 2024Updated last year
- Optimization Modeling Using mip Solvers and large language models☆264Nov 4, 2025Updated 6 months ago
- ☆29Nov 5, 2023Updated 2 years ago
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆255Sep 10, 2024Updated last year
- ☆91Updated this week
- The implementation code of our paper "Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation", accepted at…☆58Oct 30, 2025Updated 6 months ago
- [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optim…☆10Dec 19, 2023Updated 2 years ago
- ☆24Feb 8, 2024Updated 2 years ago
- Neural Destruction Search for Vehicle Routing Problems☆18Oct 6, 2025Updated 7 months ago
- 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.
- [NeurIPS 2024] "Collaboration! Towards Robust Neural Methods for Routing Problems"☆21Nov 16, 2024Updated last year
- LLM4AD: A Platform for Algorithm Design with Large Language Model☆700Apr 15, 2026Updated 3 weeks ago
- codes for the paper "POMO: Policy Optimization with Multiple Optima for Reinforcement Learning"☆253Oct 2, 2022Updated 3 years ago
- ☆25Dec 11, 2022Updated 3 years ago
- Code for our paper: ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generatio…☆14Jan 3, 2025Updated last year
- ☆35Feb 20, 2026Updated 2 months ago
- Must-read Papers on Large Language Model (LLM) as Optimizers and Automatic Optimization for Prompting LLMs.☆252Mar 19, 2024Updated 2 years ago