[Paper List] 脈衝神經網路 (SNN)

Title: Conversion of continuous-valued deep networks to efficient event-driven networks for image classification

Authors: Rueckauer, Bodo and Lungu, Iulia-Alexandra and Hu, Yuhuang and Pfeiffer, Michael and Liu, Shih-Chii

Source: Frontiers in neuroscience

Year: 2017

Notes: DNN 轉 SNN

Title: Direct training for spiking neural networks: Faster, larger, better

Authors: Wu, Yujie and Deng, Lei and Li, Guoqi and Zhu, Jun and Xie, Yuan and Shi, Luping

Source: Proceedings of the AAAI Conference on Artificial Intelligence

Year: 2019

Notes: 直接進行 SNN 訓練

Title: SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes

Authors: Thiele, Johannes Christian and Bichler, Olivier and Dupret, Antoine

Source: arXiv preprint arXiv:1906.00851

Year: 2019

Notes: Forward 和 Backward 皆使用 spike 進行運算

Title: S4NN: temporal backpropagation for spiking neural networks with one spike per neuron

Authors: Kheradpisheh, Saeed Reza and Masquelier, Timothee

Source: International Journal of Neural Systems

Year: 2020

Notes: 使用 TTFS (time-to-first-spike) encoding