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The Geometry of Last-Layer Model Stealing

arXiv cs.LG · 2026-06-08 Cached

The paper provides a geometric interpretation of last-layer model stealing attacks on transformers using exterior differential systems, showing that recovery of the projection matrix is governed by the polar space of a quadric. It also characterizes an identifiability wall below the last layer, revealing what can and cannot be extracted.

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