Dec 23, 2020 · Neural Diving learns a deep neural network to generate multiple partial assignments for its integer variables, and the resulting smaller MIPs ...

Duration: 24:16
Posted: Mar 4, 2021

Aug 3, 2021 · The paper Solving Mixed Integer Programs Using Neural Networks is on arXiv.

Aug 23, 2021 · Recently, I came across the below paper and found it very interesting. Solving Mixed Integer Programs Using Neural Networks; https://arxiv.org/ ...

This paper applies learning to the two key sub-tasks of a MIP solver, generating a high-quality joint variable assignment, and bounding the gap in objective ...

Feb 24, 2021 · ○ Learning is effective even on MIPLIB! ○ Combine with classical techniques, e.g., domain propagation, iterative LP solving, … produced by  ...

In this paper we consider a learning-based LNS approach for mixed integer programs (MIPs). We train a Neural Diving model to represent a probability ... [Show ...

Jan 28, 2023 · In this paper, we survey the trend of leveraging ML to solve the mixed-integer programming problem (MIP). Theoretically, MIP is an NP-hard ...

Aug 3, 2021 · In the new paper Solving Mixed Integer Programs Using Neural Networks, a team from DeepMind and Google Research leverages neural networks to ...

SOLVING MIXED INTEGER PROGRAMS USING NEURAL NETWORKS. Abstract. Methods, systems, and apparatus, including computer programs encoded on computer storage media ...