Longfei Guo
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126
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Crypto×1ML×1
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2026
Efficient Encrypted Computation in Convolutional Spiking Neural Networks with TFHE
The paper introduces FHE-DiCSNN, a novel framework that uses the TFHE scheme to enable secure and efficient computation on Spiking Neural Networks (SNNs), achieving high accuracy and fast inference times.
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Papers
cs.CRcs.LGRecentMar 25, 2026
Efficient Encrypted Computation in Convolutional Spiking Neural Networks with TFHE
Longfei Guo, Pengbo Li, Ting Gao, Yonghai Zhong +2 more
The paper introduces FHE-DiCSNN, a novel framework that uses the TFHE scheme to enable secure and efficient computation on Spiking Neural Networks (SNNs), achieving high accuracy and fast inference ti…
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