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Si-Yan Li

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#human-computer interacti... Preprint Oct 2026

Human-AI Conversational Behaviors Predict Unassisted Task Performance

Assistance from AI tools has supported and improved human performance across domains. However, recent research suggests that these immediate benefits may entail future costs, including diminished performance when AI assistance is no longer available. We study how human-AI interaction behaviors correlate with immediate...

Si-Yan Li, Federico Bianchi, James Zou et al. · 0 citations
Preprint Aug 2026

Beyond Direct Identifiers: Probabilistic Privacy Risk Estimation for Privacy-Conscious LLM Query Delegation

This work investigates a probabilistic variant of PCD, where an LLM-driven probabilistic estimation of k-anonymity is augmented with an LLM-driven probabilistic estimation of k-anonymity, and proposes k-anonymity as a useful auxiliary metric for tackling PCD.

Si-Yan Li, Yu Zhou, Julia Hirschberg · 2 citations

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