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cs.LG 1

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2025 1

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Dynamic Spectral Backpropagation for Efficient Neural Network Training

cs.LG · 2025-05-29 · reject · novelty 5.0

DSBP claims faster, flatter training by projecting gradients onto principal activation eigenvectors, with reported gains over SAM, LoRA, and MAML, but the math is internally inconsistent and the results are not reproducible from the paper.

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  • Dynamic Spectral Backpropagation for Efficient Neural Network Training cs.LG · 2025-05-29 · reject · none · ref 6

    DSBP claims faster, flatter training by projecting gradients onto principal activation eigenvectors, with reported gains over SAM, LoRA, and MAML, but the math is internally inconsistent and the results are not reproducible from the paper.