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2025 1

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Unified Scaling Laws for Compressed Representations

cs.LG · 2025-06-02 · conditional · novelty 6.0

A representation capacity derived from Gaussian fitting error predicts the training efficiency of sparse, quantized, and hybrid compressed models, and this capacity approximately multiplies across combined compression types.

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  • Unified Scaling Laws for Compressed Representations cs.LG · 2025-06-02 · conditional · none · ref 6

    A representation capacity derived from Gaussian fitting error predicts the training efficiency of sparse, quantized, and hybrid compressed models, and this capacity approximately multiplies across combined compression types.