Neural collapse under cross-entropy loss

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Continual Learning by Modeling Intra-Class Variation (2022, background): “Fortunately, recent theoretical studies (e.g., neural collapse (Papyan et al., 2020; Lu & Steinerberger, 2022) and uniformity (Wang & Isola, 2020; Liu et al., 2021c)) discover a regularity of hyperspherical uniformity in the representation space.”