Improve Certified Training with Signal-to-Noise Ratio Loss to Decrease Neuron Variance and Increase Neuron Stability

Tianhao Wei, Ziwei Wang, Peizhi Niu, Abulikemu Abuduweili, Weiye Zhao, Casidhe Hutchison, Eric M. Sample, Changliu Liu. Improve Certified Training with Signal-to-Noise Ratio Loss to Decrease Neuron Variance and Increase Neuron Stability. Trans. Mach. Learn. Res., 2024, 2024. [doi]

Authors

Tianhao Wei

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Ziwei Wang

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Peizhi Niu

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Abulikemu Abuduweili

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Weiye Zhao

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Casidhe Hutchison

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Eric M. Sample

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Changliu Liu

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