Author

Yajing Zheng

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Preprint Oct 2026

Controllable Stochastic Quantization Encoding for Adversarially Robust Spiking Neural Networks

Spiking Neural Networks (SNNs) have attracted increasing attention due to their impressive temporal dynamics, energy efficiency, and brain-inspired mechanisms. Although SNNs have demonstrated promising performance in image classification tasks, recent studies have shown that they remain vulnerable to adversarial attack...

Yu-Jia Liu, Pei-Yu Liu, Ya-Jing Zheng et al. · 0 citations

Preprint Jul 2026

Current Injection Spiking Neural Network for Infrared and Visible Image Fusion

CIS-Fuse is proposed, a spiking network that performs cross-modal fusion directly at the membrane-potential level while inheriting the energy efficiency of spike-based computation, with roughly an order of magnitude lower inference energy than the similarly-sized ANN-based DCEvo.

Rui Zhao, Zhuoyuan Li, Wenrui Li et al. · 0 citations