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cc18:exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:overview [2018/04/20 23:41]
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cc18:exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:overview [2019/05/16 20:20] (current)
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 ====== Papers ====== ====== Papers ======
  
-  * C. Frenkel, J.-D. Legat and D. Bol, "A 0.086-mm² 9.8-pJ/SOP 64k-Synapse 256-Neuron Online-Learning Digital Spiking Neuromorphic Processor in 28nm CMOS", arXiv preprint arXiv:xxxx:xxxxx, 2018 (available on Monday April 23rd).+  * C. Frenkel, J.-D. Legat and D. Bol, "A 0.086-mm² 9.8-pJ/SOP 64k-Synapse 256-Neuron Online-Learning Digital Spiking Neuromorphic Processor in 28nm CMOS", arXiv preprint arXiv:1804.07858, 2018. [[https://​arxiv.org/​abs/​1804.07858|frenkel_arxiv18.pdf]]
   * C. Frenkel et al., "A fully-synthesized 20-gate digital spike-based synapse with embedded online learning, " Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 17-20, 2017. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​frenkel_iscas17.pdf |}}   * C. Frenkel et al., "A fully-synthesized 20-gate digital spike-based synapse with embedded online learning, " Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 17-20, 2017. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​frenkel_iscas17.pdf |}}
   * C. Frenkel, J.-D. Legat and D. Bol, "A Compact Phenomenological Digital Neuron Implementing the 20 Izhikevich Behaviors, " Proc. of IEEE Biomedical Circuits and Systems Conference (BioCAS), pp. 677-680, 2017. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​frenkel_biocas17.pdf |}}   * C. Frenkel, J.-D. Legat and D. Bol, "A Compact Phenomenological Digital Neuron Implementing the 20 Izhikevich Behaviors, " Proc. of IEEE Biomedical Circuits and Systems Conference (BioCAS), pp. 677-680, 2017. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​frenkel_biocas17.pdf |}}
   * J. M. Brader, W. Senn and S. Fusi, "​Learning real-world stimuli in a neural network with spike-driven synaptic dynamics, " Neural Computation,​ vol. 19, no. 11, pp. 2881-2912, 2007. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​brader_neuralcomputation07.pdf |}}   * J. M. Brader, W. Senn and S. Fusi, "​Learning real-world stimuli in a neural network with spike-driven synaptic dynamics, " Neural Computation,​ vol. 19, no. 11, pp. 2881-2912, 2007. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​brader_neuralcomputation07.pdf |}}
   * R. Kreiser et al., "​On-chip unsupervised learning in winner-take-all networks of spiking neurons,"​ Proc. of Biomedical Circuits and Systems Conference (BioCAS), 2017. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​kreiser_biocas17.pdf |}}   * R. Kreiser et al., "​On-chip unsupervised learning in winner-take-all networks of spiking neurons,"​ Proc. of Biomedical Circuits and Systems Conference (BioCAS), 2017. {{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​kreiser_biocas17.pdf |}}
 +  * P. U. Diehl and M. Cook, "​Unsupervised learning of digit recognition using spike-timing-dependent plasticity,"​ Frontiers in Computational Neuroscience,​ vol. 9, p. 99, 2015. [[https://​www.frontiersin.org/​articles/​10.3389/​fncom.2015.00099/​full|link]].
  
 ====== Useful links ====== ====== Useful links ======
-A Dropbox link to shrinked ​MNIST datasets ​will appear soon.+Shrinked ​MNIST datasets ​from 8x8 to 16x16 pixels are available [[https://​www.dropbox.com/​sh/​2wydtji6w1f0l7w/​AADp6iedqmWHfEu6Y4s5kKm6a?​dl=0|here]]. 
 + 
 +====== Demo slide ====== 
 +{{ :​cc18:​exploring-unsupervised-online-learning-in-digital-spiking-neural-networks:​ulsnn_capocaccia18.pdf |}}
  
  
cc18/exploring-unsupervised-online-learning-in-digital-spiking-neural-networks/overview.1524267702.txt.gz · Last modified: 2019/05/16 20:14 (external edit)