You Only Spike Once: Improving Energy-Efficient Neuromorphic Inference to ANN-Level Accuracy

作者: P Srivatsa , Kyle Timothy Ng Chu , Burin Amornpaisannon , Yaswanth Tavva , Venkata Pavan Kumar Miriyala

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摘要: In the past decade, advances in Artificial Neural Networks (ANNs) have allowed them to perform extremely well for a wide range of tasks. In fact, they have reached human parity …

参考文章(44)
Wulfram Gerstner, Werner M. Kistler, Spiking Neuron Models: Single Neurons, Populations, Plasticity ,(2002)
Wulfram Gerstner, Richard Naud, Liam Paninski, Werner M. Kistler, Neuronal Dynamics: From Single Neurons to Networks and Models of Cognition ,(2014)
Gaute T. Einevoll, Stefano Panzeri, Anna Cattani, Phase-of-firing code arXiv: Neurons and Cognition. ,(2015)
W. Gerstner, Chapter 12 A framework for spiking neuron models: The spike response model Handbook of Biological Physics. ,vol. 4, pp. 469- 516 ,(2001) , 10.1016/S1383-8121(01)80015-4
Filipp Akopyan, Jun Sawada, Andrew Cassidy, Rodrigo Alvarez-Icaza, John Arthur, Paul Merolla, Nabil Imam, Yutaka Nakamura, Pallab Datta, Gi-Joon Nam, Brian Taba, Michael Beakes, Bernard Brezzo, Jente B. Kuang, Rajit Manohar, William P. Risk, Bryan Jackson, Dharmendra S. Modha, TrueNorth: Design and Tool Flow of a 65 mW 1 Million Neuron Programmable Neurosynaptic Chip IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. ,vol. 34, pp. 1537- 1557 ,(2015) , 10.1109/TCAD.2015.2474396
Peter U. Diehl, Daniel Neil, Jonathan Binas, Matthew Cook, Shih-Chii Liu, Michael Pfeiffer, Fast-classifying, high-accuracy spiking deep networks through weight and threshold balancing international joint conference on neural network. pp. 1- 8 ,(2015) , 10.1109/IJCNN.2015.7280696
Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification international conference on computer vision. pp. 1026- 1034 ,(2015) , 10.1109/ICCV.2015.123
A. L. Hodgkin, A. F. Huxley, A quantitative description of membrane current and its application to conduction and excitation in nerve The Journal of Physiology. ,vol. 117, pp. 500- 544 ,(1952) , 10.1113/JPHYSIOL.1952.SP004764
Andrzej Kasinski, Filip Ponulak, Introduction to spiking neural networks: Information processing, learning and applications. Acta Neurobiologiae Experimentalis. ,vol. 71, pp. 409- 433 ,(2011)