3 papers
math.OC2026
OptGraph: Large Language Models Enhanced Evolutionary Optimization Via Graph Retrieval-Augmented Generation
Xianchao Xiu, Jianhao Li, Huangyue Chen +1
Large language models (LLMs) have emerged as a powerful tool for automated evolutionary optimization, but existing methods remain limited in pattern reuse, error-aware refinement,…
math.OC2025
Multi-View Clustering Meets Heterogenous Data: A Fusion Regularized Method
Xiangru Xing, Yan Li, Xin Wang +2
Multi-view clustering leverages consistent and complementary information across multiple views to provide more comprehensive insights than single-view analysis. However, the hetero…
stat.CO2024
Safe Feature Identification Rule for Fused Lasso by An Extra Dual Variable
Pan Shang, Huangyue Chen, Lingchen Kong
Fused Lasso was proposed to characterize the sparsity of the coefficients and the sparsity of their successive differences for the linear regression. Due to its wide applications,…