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On the rankability of visual embeddings
We study whether visual embedding models capture continuous, ordinal attributes along linear directions, which we term rank axes. We …
Ankit Sonthalia, Arnas Uselis, Seong Joon Oh
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On the rankability of visual embeddings
Do Deep Neural Network Solutions Form a Star Domain?
Entezari et al. (2022) conjectured that neural network solution sets reachable via stochastic gradient descent (SGD) are convex, …
Ankit Sonthalia, Alexander Rubinstein, Ehsan Abbasnejad, Seong Joon Oh
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Do Deep Neural Network Solutions Form a Star Domain?