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Fraunhofer SIT, ATHENE National Research Center for Applied Cybersecurity
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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.