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Forget philosophical debates: a practical "learning mechanics" is crystallizing to explain *how* deep learning works, not just *why* it should.
Edge of Stability isn't just a Euclidean thing: a generalized sharpness measure reveals that non-Euclidean gradient descent also operates at the edge, offering a single spectral measure across diverse optimizers.