Search Results for author: Rodion Novkin

Found 2 papers, 0 papers with code

Bit Error Tolerance Metrics for Binarized Neural Networks

no code implementations2 Feb 2021 Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla

In this study, our objective is to investigate the internal changes in the NNs that bit flip training causes, with a focus on binarized NNs (BNNs).

Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks

no code implementations3 Feb 2020 Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla

Finally, we explore the influence of a novel regularizer that optimizes with respect to this metric, with the aim of providing a configurable trade-off in accuracy and BET.

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