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Ze-Jun Zhang

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Preprint Oct 2026

Truthful by Omission: Click Thinning for LLM-Native Advertising

Generative AI assistants are becoming an advertising medium, embedding sponsored content in their answers. This setting departs from classical position auctions in two ways: an ad's click-through rate depends on the passage that hosts it, and because users stop at their first click, earlier ads take clicks from later o...

Jun-Hua Liu, Zhi-Cheng Liang, Ze-Jun Zhang et al. · 0 citations

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