Branch Ranking for Efficient Mixed-Integer Programming via Offline Ranking-Based Policy Learning

Author:

Huang Zeren,Chen Wenhao,Zhang Weinan,Shi Chuhan,Liu Furui,Zhen Hui-Ling,Yuan Mingxuan,Hao Jianye,Yu Yong,Wang Jun

Publisher

Springer Nature Switzerland

Reference18 articles.

1. Alvarez, A.M., Louveaux, Q., Wehenkel, L.: A machine learning-based approximation of strong branching. INFORMS J. Comput. 29(1), 185–195 (2017)

2. Balcan, M.F., Dick, T., Sandholm, T., Vitercik, E.: Learning to branch. In: International Conference on Machine Learning, pp. 344–353. PMLR (2018)

3. Bengio, Y., Lodi, A., Prouvost, A.: Machine learning for combinatorial optimization: a methodological tour d’horizon. Eur. J. Oper. Res. 290(2), 405–421 (2021)

4. Cplex, I.I.: V12. 1: user’s manual for CPLEX. Int. Bus. Mach. Corp. 46(53), 157 (2009)

5. Lecture Notes in Computer Science;M Etheve,2020

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