Walking Noise: On Layer-Specific Robustness of Neural Architectures
against Noisy Computations and Associated Characteristic Learning Dynamics

Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics

20 December 2022

Holger Fröning

Papers citing "Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics"

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Title
Variance-Aware Noisy Training: Hardening DNNs against Unstable Analog Computations Xiao Wang Hendrik Borras Bernhard Klein Holger Fröning 65 0 0 20 Mar 2025
Benchmarking TinyML Systems: Challenges and Direction Colby R. Banbury Vijay Janapa Reddi Max Lam William Fu A. Fazel ... Jae-sun Seo Jeff Sieracki Urmish Thakker Marian Verhelst Poonam Yadav 100 228 0 10 Mar 2020
$All-Optical Machine Learning Using Diffractive Deep Neural Networks$ All-Optical Machine Learning Using Diffractive Deep Neural Networks Xing Lin Y. Rivenson N. Yardimci Muhammed Veli Mona Jarrahi Aydogan Ozcan 70 1,628 0 14 Apr 2018