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Preprint Oct 2026

When Is Disclosing Private Conversations with AI to the State Justified? Proactive Referral Policies of Major U.S. AI Companies through the Lens of Contextual Integrity

AI companies engage in"proactive referral,"notifying law enforcement of user conversations they judge dangerous without a government request. This poses a dilemma, since referral may expose people who merely confided dangerous thoughts to an AI to investigation, whereas not referring may leave actual violence unprevent...

Minjong Cheon, H. Joo, Ook Lee et al. · 0 citations
Open access Aug 2026

CLEAR: Water-Filling Rank Allocation with Sparse Dictionary Representations for Training-Free LLM Compression

CLEAR (Convex-optimal Layer Energy Allocation and Representation), a training-free compression framework that combines an activation-whitened structured-dictionary representation with a provably optimal, globally coordinated budget allocation across layers, is proposed.

Jingjiang Wei, Ook Lee · 0 citations

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