Thinklab-SJTU / ML4CO-KitLinks
A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).
☆57Updated 3 weeks ago
Alternatives and similar repositories for ML4CO-Kit
Users that are interested in ML4CO-Kit are comparing it to the libraries listed below
Sorting:
- Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design S…☆39Updated 3 months ago
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆21Updated 3 months ago
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆64Updated last month
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆23Updated 5 months ago
- Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers…☆20Updated 10 months ago
- Code for our paper: ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generatio …☆13Updated 7 months ago
- [ICML'24 Oral] Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems☆37Updated 4 months ago
- [NeurIPS2024] Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization; [N…☆13Updated last month
- ☆42Updated 3 months ago
- ☆30Updated last year
- PARCO: Parallel AutoRegressive Combinatorial Optimization☆25Updated 3 months ago
- Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization☆25Updated 2 weeks ago
- [SIGKDD 2023] HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline☆22Updated 2 years ago
- Dataset & models of RRNCO: Real-world Routing NCO☆17Updated last month
- Official repository for GFACS☆32Updated last year
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆217Updated 11 months ago
- PyTorch implementation for our NeurIPS 2023 spotlight paper "Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with G…☆67Updated 2 years ago
- [ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"☆74Updated 2 months ago
- [NeurIPS 2024] "Collaboration! Towards Robust Neural Methods for Routing Problems"☆20Updated 9 months ago
- ☆23Updated last year
- This is the code for G2MILP, a deep learning-based mixed-integer linear programming (MILP) instance generator.☆33Updated 10 months ago
- ☆11Updated 7 months ago
- [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optim…☆10Updated last year
- ☆38Updated 3 months ago
- Evolution of Heuristics☆199Updated 6 months ago
- [AAMAS 2025 Oral] CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems☆23Updated 3 months ago
- The LLMOPT project offers a comprehensive set of resources, including the model, dataset, training framework, and inference code, enablin…☆76Updated 4 months ago
- [NeurIPS 2024] Learning to Handle Complex Constraints for Vehicle Routing Problems☆30Updated 4 months ago
- [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution☆203Updated 3 months ago
- Official implementation non-autoregressive combinatorial optimizaiton solvers, covering our ICLR 2023 paper and SCIENTIA SINICA Informati…☆41Updated 11 months ago