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Bi-EZP, a bilevel framework that decouples program discovery from numerical calibration provides an effective approach to automated ensemble zero-cost proxy construction.
ES-AHD provides a highly directional, robust, and efficient search paradigm, significantly accelerating the generation of high-quality heuristic algorithms.
Across four routing problems and multiple LLM backbones, SpecAHD reduces held-out objective cost by up to 57.7% against the strongest competing AHD baseline and outperforms the per-instance baseline envelope on most public instances.
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