A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).
☆80Sep 15, 2026Updated last week
Alternatives and similar repositories for ML4CO-Kit
Users that are interested in ML4CO-Kit are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆53Sep 5, 2026Updated 2 weeks 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
- Official implementation of "COExpander: Adaptive Solution Expansion for Combinatorial Optimization".☆25Jun 28, 2025Updated last year
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆76Jul 2, 2025Updated last year
- [ICLR 2025] UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP☆18Jun 20, 2025Updated last year
- 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.
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆26Mar 27, 2025Updated last year
- Code for our paper: ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generatio…☆14Jan 3, 2025Updated last year
- [SIGKDD 2023] HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline☆23Jun 16, 2023Updated 3 years ago
- [NeurIPS2024] Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization; [N…☆24Jul 2, 2025Updated last year
- ☆48Apr 30, 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
- Official implementation non-autoregressive combinatorial optimizaiton solvers, covering our ICLR 2023 paper and SCIENTIA SINICA Informati…☆43Sep 27, 2024Updated last year
- Adapting VLMs to Bench2Drive.☆225Apr 6, 2026Updated 5 months ago
- [NeurIPS 2022] "NSNet: A General Neural Probabilistic Framework for Satisfiability Problems"☆19Mar 29, 2023Updated 3 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.
- [ICML'24 Oral] Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems☆42Apr 6, 2025Updated last year
- Official implementation of Our NeurIPS 2024 Paper "Boundary Matters: A Bi-Level Active Finetuning Method"☆14Feb 11, 2025Updated last year
- Official repository for GFACS☆38May 17, 2024Updated 2 years ago
- ☆34Feb 20, 2026Updated 7 months ago
- [ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More☆14Jul 12, 2024Updated 2 years ago
- [NeurIPS 2024] "Collaboration! Towards Robust Neural Methods for Routing Problems"☆22Nov 16, 2024Updated last year
- ☆24Feb 8, 2024Updated 2 years ago
- Official implementation of IJCAI'24 paper "Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferra…☆25May 15, 2024Updated 2 years ago
- [NeurIPS 2025] PARCO: Parallel AutoRegressive Combinatorial Optimization☆57Dec 3, 2025Updated 9 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- [AAAI 2026] Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization☆59May 17, 2026Updated 4 months ago
- ☆15Jan 22, 2025Updated last year
- [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optim…☆11Dec 19, 2023Updated 2 years ago
- [ICLR 2026] Neural Combinatorial Optimization for Real-World Routing☆38Feb 27, 2026Updated 6 months ago
- COMPASS: Combinatorial Optimization with Policy Adaptation using Latent Space Search☆47Jun 21, 2024Updated 2 years ago
- [ICLR 2026] Towards Efficient Constraint Handling in Neural Solvers for Routing Problems☆16Sep 13, 2026Updated last week
- ☆57May 14, 2025Updated last year
- Official Implementation of the paper: INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer☆28Jul 4, 2024Updated 2 years ago
- [NeurIPS 2024] Learning to Handle Complex Constraints for Vehicle Routing Problems☆46Jul 9, 2026Updated 2 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.
- ☆13Jul 15, 2024Updated 2 years ago
- [ICML 2024] Code release for "On the Emergence of Cross-Task Linearity in Pretraining-Finetuning Paradigm"☆11Feb 20, 2025Updated last year
- Official repository for the TMLR paper "Self-Improvement for Neural Combinatorial Optimization: Sample Without Replacement, but Improveme…☆30Jan 22, 2026Updated 8 months ago
- PyTorch code for the NAR4TSP.☆28Oct 31, 2024Updated last year
- The collection of my research papers' illustrations.☆21Oct 15, 2023Updated 2 years ago
- ☆25Dec 11, 2022Updated 3 years ago
- Awesome machine learning for combinatorial optimization papers.☆2,167Jul 19, 2026Updated 2 months ago