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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.
The findings indicate that hallucinations systematically compromise academic writing quality, distort assessment processes and undermine epistemic trust in scholarly outputs, leading to an integrated conceptual perspective linking hallucinations to epistemic risk, information integrity and digital trust.
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