3 papers
cs.LG2025
HyP-ASO: A Hybrid Policy-based Adaptive Search Optimization Framework for Large-Scale Integer Linear Programs
Ning Xu, Junkai Zhang, Yang Wu +4
Directly solving large-scale Integer Linear Programs (ILPs) using traditional solvers is slow due to their NP-hard nature. While recent frameworks based on Large Neighborhood Searc…
math.OC2025
Code Retrieval for MILP Instance Generation
Tianxing Yang, Huigen Ye, Hua Xu
Mixed-Integer Linear Programming (MILP) is widely used in fields such as scheduling, logistics, and planning. Enhancing the performance of MILP solvers, particularly learning-based…
math.OC2024
NeuralQP: A General Hypergraph-based Optimization Framework for Large-scale QCQPs
Zhixiao Xiong, Fangyu Zong, Huigen Ye +1
Machine Learning (ML) optimization frameworks have gained attention for their ability to accelerate the optimization of large-scale Quadratically Constrained Quadratic Programs (QC…