الباحثون

Dmitrii Andriianov

المنشورات 1

نسخة أولية وصول مفتوح

Spectral Weight Decay: Inducing Low-Rank Structure in Neural Network Weights

Standard weight decay treats each weight matrix as a vector and ignores its spectral structure. We introduce spectral weight decay, a post-step decoupled nuclear-norm update that applies additive rather than multiplicative spectral shrinkage. We connect the update to approximate proximal descent and show that its sensi …

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