Graph-COM / CO_ProxyDesignLinks
The repository for 'Unsupervised Learning for Combinatorial Optimization with Principled Proxy Design'
☆16Updated 2 years ago
Alternatives and similar repositories for CO_ProxyDesign
Users that are interested in CO_ProxyDesign are comparing it to the libraries listed below
Sorting:
- PyTorch implementation for our NeurIPS 2023 spotlight paper "Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with G…☆67Updated 2 years ago
- A benchmarking suite for maximum independent set solvers.☆51Updated last year
- Official Repo for the NeurIPS2020 paper "Erdos Goes Neural: An Unsupervised Learning Framework for Combinatorial Optimization on Graphs"☆49Updated 3 years ago
- Learning a Latent Search Space for Routing Problems using Variational Autoencoders☆26Updated 4 years ago
- [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optim…☆10Updated last year
- [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization☆64Updated last month
- ☆53Updated 2 months ago
- [ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More☆14Updated last year
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆23Updated 5 months ago
- ☆42Updated 3 months ago
- Code for "Towards Scale-Invariant Graph-related Problem Solving by Iterative Homogeneous GNNs" (NeurIPS 2020)☆18Updated 4 years ago
- ☆30Updated last year
- ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.☆21Updated 3 months ago
- A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).☆57Updated 3 weeks ago
- Code for "Decision-Focused Learning without Differentiable Optimization: Learning Locally Optimized Decision Losses"☆28Updated last year
- ☆15Updated 2 years ago
- ☆157Updated last year
- Official repository for GFACS☆32Updated last year
- Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization☆25Updated 2 weeks ago
- Implementation of our NeurIPS 2021 paper "A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs".☆100Updated 2 years ago
- [ICML'24 Oral] Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems☆37Updated 4 months ago
- This is the code for G2MILP, a deep learning-based mixed-integer linear programming (MILP) instance generator.☆33Updated 10 months ago
- Official DGL implementation of "Rethinking High-order Graph Convolutional Networks"☆33Updated 3 years ago
- [ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"☆20Updated 8 months ago
- [NeurIPS 2024] "Collaboration! Towards Robust Neural Methods for Routing Problems"☆20Updated 9 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
- Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers…☆20Updated 10 months ago
- ☆14Updated 3 years ago
- ☆27Updated 4 years ago
- ☆35Updated 2 years ago