Geometry maps the conditions for perfect last-layer theft in transformers and demonstrates that full hidden-network reverse engineering is impossible from final outputs.
The Cartan-K\"ahler theorem for exterior differential systems on transitive Lie algebroids
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
abstract
The notion of an exterior differential system (on a manifold) has recently been extended to the setting of a Lie algebroid. Here, we further develop the theory and we present two versions of the Cartan-K\"ahler theorem in the case where the anchor map of the Lie algebroid is surjective. We give an illustrative example and, as a concrete application, we make use of our results in a specific case of the so-called invariant inverse problem of the calculus of variations.
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
The Geometry of Last-Layer Model Stealing
Geometry maps the conditions for perfect last-layer theft in transformers and demonstrates that full hidden-network reverse engineering is impossible from final outputs.