ArXiv TLDR

N. Semenova

2 papers · Latest:

Neural & Evolutionary Computing

General aspects of internal noise in spiking neural networks

This study identifies critical noise mechanisms in SNNs, showing multiplicative membrane noise is most detrimental and proposing pre-filtering for robustness.

2604.13612
Neural & Evolutionary Computing

Internal noise in deep neural networks: interplay of depth, neuron number, and noise injection step

This paper analyzes how internal noise injection timing (before/after activation) affects deep neural network performance and how pooling can reduce its impact.

2604.08117

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