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Unified Neural Scaling Laws

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arXiv:2605. 26248v1 Announce Type: new Abstract: We present a functional form (that we refer to as a Unified Neural Scaling Law (UNSL)) that accurately models and extrapolates the scaling behaviors of deep neural networks as multiple dimensions all vary simultaneously (i.