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Shisi Guan

3 accepted papers

2026

Constraint Matters: Multi-Modal Representation for Reducing Mixed-Integer Linear programming

ICLR 2026poster

Model reduction, which aims to learn a simpler model of the original mixed integer linear programming (MILP), can solve large-scale MILP problems much faster. Most existing model reduction methods are based on variable reduction, which predicts a solution value for a subset of variables. From a dual…

Cited by 0SourcecodeScholar
2026

DeepOR: A Deep Reasoning Foundation Model for Optimization Modeling

AAAI 2026technical

Optimization modeling plays a critical role in supporting optimal decision-making across various domains. Previous works have demonstrated that large language models (LLMs) tailored for optimization modeling have significantly automated and simplified this process. However, these models typically em

Cited by 0SourcePDFScholar
2025

A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions

IJCAI 2025

By virtue of its great utility in solving real-world problems, optimization modeling has been widely employed for optimal decision-making across various sectors, but it requires substantial expertise from operations research professionals. With the advent of large language models (LLMs), new opportu

Cited by 0SourcePDFScholar