Thinklab-SJTU / ML4TSPBenchLinks
Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search".
☆36Updated last month
Alternatives and similar repositories for ML4TSPBench
Users that are interested in ML4TSPBench are comparing it to the libraries listed below
Sorting:
- A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).☆51Updated last week
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆17Updated last month
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆63Updated 2 weeks ago
- Code for our paper: ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generatio…☆13Updated 6 months ago
- Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers…☆20Updated 8 months ago
- Code of NeurIPS paper: arxiv.org/abs/2302.08224☆206Updated 10 months ago
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆22Updated 3 months ago
- ☆42Updated 2 months ago
- code repo for paper Unsupervised Learning for Solving the Travelling Salesman Problem☆52Updated last year
- Official repository for GFACS☆31Updated last year
- ☆30Updated last year
- [ICML'24 Oral] Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems☆37Updated 3 months ago
- [NeurIPS2024] Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization; [N…☆12Updated 2 weeks ago
- PARCO: Parallel AutoRegressive Combinatorial Optimization☆25Updated 2 months ago
- Dataset & models of RRNCO: Real-world Routing NCO☆17Updated 2 months ago
- [ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"☆71Updated last month
- [AAAI 2024] GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time☆92Updated 5 months ago
- [NeurIPS 2024] Learning to Handle Complex Constraints for Vehicle Routing Problems☆28Updated 3 months ago
- ☆11Updated 5 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
- Evolution of Heuristics☆181Updated 5 months ago
- Official Implementation of the paper: INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer☆22Updated last year
- Official repository for the TMLR paper "Self-Improvement for Neural Combinatorial Optimization: Sample Without Replacement, but Improveme…☆27Updated 3 months ago
- [ICML'24 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems☆71Updated 2 months ago
- multi-task learning for routing problem☆20Updated 8 months ago
- Recent research papers about Foundation Models for Combinatorial Optimization☆326Updated this week
- This is the code for G2MILP, a deep learning-based mixed-integer linear programming (MILP) instance generator.☆32Updated 9 months ago
- PyTorch code for the GNARKD.☆26Updated last year
- Official implementation of IJCAI'24 paper "Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferra…☆22Updated last year
- [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution☆191Updated 2 months ago