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Bernhard Klein

Variance-Aware Noisy Training: Hardening DNNs against Unstable Analog Computations

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Mar 20, 2025
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On Hardening DNNs against Noisy Computations

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Jan 24, 2025
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Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles

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Dec 20, 2024
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On the Non-Associativity of Analog Computations

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Sep 25, 2023
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Walking Noise: Understanding Implications of Noisy Computations on Classification Tasks

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Dec 20, 2022
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Towards Hardware-Specific Automatic Compression of Neural Networks

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Dec 15, 2022
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Understanding Cache Boundness of ML Operators on ARM Processors

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Feb 01, 2021
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