Author

Yu Tian

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Jul 2026

ALIVE: Warnings Before Exclusion in Budgeted Multi-Source Learning

Together these results map a restraint--power--cost--utility boundary: the action contract controls a defined persistent decision, while net value depends on evidence margin, audit cost, and budget regime.

Xiyang Zhang, Hongzhi Wang, Yu Tian · arXiv.org · 0 citations