Scale redundancy and soft gauge fixing in positively homogeneous neural networks | ScienceToStartup | ScienceToStartup

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References (13)

[1]

The GINN framework: a stochastic QED correspondence for stability and chaos in deep neural networks

2025Rodrigo Carmo Terin

[2]

Weight-balancing fixes and flows for deep learning

2023Lawrence K. Saul

[3]

The edge of chaos: quantum field theory and deep neural networks

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"Introduce gauge-adapted coordinates to stabilize learning in positively homogeneous neural networks."

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Scale redundancy and soft gauge fixing in positively homogeneous neural networks

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"Introduce gauge-adapted coordinates to stabilize learning in positively homogeneous neural networks."

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Scale redundancy and soft gauge fixing in positively homogeneous neural networks

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Founder's Pitch

"Introduce gauge-adapted coordinates to stabilize learning in positively homogeneous neural networks."

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