Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment | ScienceToStartup | ScienceToStartup

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References (19)

[1]

Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers

2025Yixiao Huang, Hanlin Zhu et al.

[2]

Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions

2022Arthur Jacot

[3]

SGD and Weight Decay Secretly Minimize the Rank of Your Neural Network

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"The paper provides theoretical insights into deep network training dynamics through an analysis of deep Jacobians."

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Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment

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"The paper provides theoretical insights into deep network training dynamics through an analysis of deep Jacobians."

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Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment

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