الباحثون

Xingliang Yuan

المنشورات 2

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Black-Box Auditing of Epistemic Reliability in Multi-Agent Debate Distillation

Derui Wang, Zewei Shi, Rayne Holland وآخرون · 2026

Debate distillation adapts weaker verifiers using multi-agent debate transcripts to improve their judgement in subsequent debates, but gains on monitored tasks do not establish reliability on related unmonitored tasks. We study epistemic reliability degradation, in which adaptation preserves monitored performance while …

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Conformal Privacy Auditing: Calibrated Re-identification Attacks with Statistical Guarantees

Empirical identity leakage from released text is increasingly driven by attackers that combine large language models (LLMs) with auxiliary knowledge to link documents to individuals. Existing audits typically report success rates for specific attack pipelines but lack finite-sample statistical guarantees, while trainin …

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