works on
action selection 1automated heuristic design 1large language models 1surrogate modeling 1uncertainty-aware acquisition 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.NE2026

How to Guide LLM Generation: Dual-Surrogate Guided Search for Automated Heuristic Design

Yuhan Wang, Chaoda Peng, Xingyu Wu +2

The paper introduces DualSurrogate Guided Search, a method that uses two surrogate models to predict the outcome and utility of candidate heuristic code before querying a large lan…