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Is a Linear Probe Evidence of a Linear Representation?

arXiv:2610.22655v1 Announce Type: new Abstract: The linear representation hypothesis holds that pretrained vision models encode generative factors as linearly decodable directions in feature space, and comes with a standard methodology: train a linear probe, declare a factor represented if accuracy…

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  1. 2026-10-19 04:00 · arXiv stat.ML
    Is a Linear Probe Evidence of a Linear Representation?

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