The Cross-Architecture Substrate: A Domain-Transcendent, Calibration-Surviving Geometric Invariant of Modern Vision Encoders

A study reveals that diverse modern vision encoders converge toward a shared sixteen-dimensional geometric structure, termed the cross-architecture substrate, regardless of their training objectives.

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