https://github.com/ai4co/unsupervised-co-ucom2

[ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More

https://github.com/ai4co/unsupervised-co-ucom2

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Keywords

coloring combinatorial-optimization facility-location icml maximum-coverage neural-combinatorial-optimization
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[ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More

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coloring combinatorial-optimization facility-location icml maximum-coverage neural-combinatorial-optimization
Created about 2 years ago · Last pushed over 1 year ago
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Readme

README.md

Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization

Source code for the ICML'24 paper Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More, where we study and propose UCom2 (Unsupervised Combinatorial Optimization Under Commonly-involved Conditions).

Paper link: https://arxiv.org/abs/2405.08424

Main results

The "facilitylocationandmaxcover" folder contains the code for the experiments on facility location and maximum coverage.

The "robust_coloring" folder contains the code for the experiments on robust coloring.

Please check the README file in each folder for the guidance for the experiments on each problem.

Citation

@inproceedings{bu2024ucom2,
    title={Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More},
    author={Bu, Fanchen and Jo, Hyeonsoo and Lee, Soo Yong and Ahn, Sungsoo and Shin, Kijung},
    booktitle={ICML},
    year={2024}
}

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  • Name: ai4co
  • Login: ai4co
  • Kind: organization

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