Thinklab-SJTU / ROCO
Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers on Graphs".
☆20Updated 5 months ago
Alternatives and similar repositories for ROCO:
Users that are interested in ROCO are comparing it to the libraries listed below
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆19Updated 3 weeks ago
- ☆42Updated 2 months ago
- A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).☆41Updated last week
- ☆25Updated last year
- Official implementation non-autoregressive combinatorial optimizaiton solvers, covering our ICLR 2023 paper and SCIENTIA SINICA Informati…☆40Updated 6 months ago
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆62Updated 2 months ago
- ☆23Updated last year
- [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optim…☆10Updated last year
- Code for our paper: ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generatio…☆12Updated 3 months ago
- ☆20Updated 3 years ago
- ☆21Updated 2 years ago
- Dataset & models of RRNCO: Real-world Routing NCO☆11Updated 2 weeks ago
- Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design S…☆33Updated last month
- ☆31Updated 2 years ago
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆98Updated 2 years ago
- [NeurIPS 2024] Learning to Handle Complex Constraints for Vehicle Routing Problems☆25Updated 2 weeks ago
- ☆21Updated last year
- Official repository for the TMLR paper "Self-Improvement for Neural Combinatorial Optimization: Sample Without Replacement, but Improveme…☆25Updated last month
- Codes for AAAI22 paper "Learning to Solve Travelling Salesman Problem with Hardness-Adaptive Curriculum"☆22Updated 3 years ago
- [ICML'24 Oral] Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems☆33Updated 2 weeks ago
- [ICML 2023] "Towards Omni-generalizable Neural Methods for Vehicle Routing Problems"☆50Updated last year
- [SIGKDD 2023] HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline☆20Updated last year
- Learning a Latent Search Space for Routing Problems using Variational Autoencoders☆26Updated 3 years ago
- This is the code for G2MILP, a deep learning-based mixed-integer linear programming (MILP) instance generator.☆31Updated 6 months ago
- multi-task learning for routing problem☆19Updated 5 months ago
- Efficient Active Search☆49Updated 3 years ago
- PARCO: Parallel AutoRegressive Combinatorial Optimization☆20Updated 6 months ago
- Official implementation of IJCAI'24 paper "Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferra…☆21Updated 11 months ago
- ☆39Updated last year
- implementation of our IJCAI'24 paper "Cross-Problem Learning for Solving Vehicle Routing Problems".☆15Updated 8 months ago