Author

Jiale Zhao

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#artificial intelligence Preprint Sep 2026

Just Initialize: A Training-Free Initialization Component for Large-Scale Routing Optimization

Just Initialize is proposed, a training-free and solver-agnostic initialization component for large-scale routing optimization that compresses a large routing instance into a compact surrogate space, optimizes its global routing structure, and recovers the resulting solution as an optimization-friendly starting point i...

Jia-Le Zhao, Si-Rui Mao, Zi-Mu Chen et al. · 0 citations

Preprint Aug 2026

DGA$_2$D: Directed Graph-Guided Automated Algorithm Design with Large Language Models

A Directed Graph-Guided Automated Algorithm Design framework, termed DGA$_2$D, which structures the open-ended program space as a directed graph, where each node represents a functional operator that can be instantiated using one of multiple candidate code implementations, while directed walks constitute complete algor...

Jiale Zhao, Zi-Mu Chen, Sirui Mao et al. · 1 citation