Franz Motzkus

AUMOVIO, University of Bamberg

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Teodor Chiaburu (1)Frank Haußer (1)Felix Bießmann (1)

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Sep 28, 2026

2w ago·also ATHENE National Research Center for Applied, AUMOVIO, Bamberg, Berlin University of Applied Sciences +1

Verifying the Linear Representation Hypothesis: How Interpretable Are Vision SAEs?

Popular proxy metrics for vision SAEs fail to correlate with each other or with human judgment, revealing that standard evaluations cannot reliably confirm whether autoencoders actually extract monosemantic visual concepts.

Teodor Chiaburu, Franz Motzkus, Frank Haußer +1

Franz Motzkus

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Franz Motzkus

Publication activitypapers/week, last 8 weeks

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