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Yanhang Shi

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Learning Evidence Highlighting for Frozen LLMs

HiLight, an Evidence Emphasis framework that decouples evidence selection from reasoning for frozen LLM solvers, is introduced, an Evidence Emphasis framework that decouples evidence selection from reasoning for frozen LLM solvers.

Shao-Ang Li, Yanhang Shi, Yufei Li et al. · 0 citations

Stealing Split Learning Bottom Models by Recovering Embedding Geometry

VENOM first learns a contrastive space over server-observed embeddings, then builds a neighborhood graph and trains a surrogate bottom model to match targets and respect local geometry via a neighbor-matching loss alongside pointwise and feature-shape alignment to preserve the relational structure that defenses fail to...

Qinbo Zhang, Yanhang Shi, Ziying Zhang et al. · 1 citation

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