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cs.LG2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks
Siqi Wang, Tee Hiang Cheng, Meng-Hiot Lim
As an emerging network model, spiking neural networks (SNNs) have aroused significant research attentions in recent years. However, the energy-efficient binary spikes do not augur…
cs.LG2022
Learning the Propagation of Worms in Wireless Sensor Networks
Yifan Wang, Siqi Wang, Guangmo Tong
Wireless sensor networks (WSNs) are composed of spatially distributed sensors and are considered vulnerable to attacks by worms and their variants. Due to the distinct strategies o…
cs.LG2022
Deep-Steiner: Learning to Solve the Euclidean Steiner Tree Problem
Siqi Wang, Yifan Wang, Guangmo Tong
The Euclidean Steiner tree problem seeks the min-cost network to connect a collection of target locations, and it underlies many applications of wireless networks. In this paper, w…