Re:Researchers create “neuromorphic chip” that is modeled af...
by dewhelmed on Thursday November 30, 2017 @02:03AM
(#15813964)
If you don't mind, could you share some resources on existing models that approximate the neuron behaviour more accurately? If you're talking about feedback-driven models like RNNs/LSTMs/GRUs/etc, then I can safely say that there are people working on realising these models on custom computing architectures. The simple feed-forward neural network could be thought of as the low-hanging fruit in this regard, which, nevertheless, is still an impressive feat.
[ Parent
| on HN ]
Re:Researchers create “neuromorphic chip” that is modeled af...
by aalleavitch on Thursday November 30, 2017 @05:48AM
(#15814833)
This is just a smattering of recent articles from the Journal of Computational Neuroscience, but I think something more along the lines of models like these would give us closer approximations of how neurons really behave:
[1] https://link.springer.com/article/10.1007/s10827-017-0667-3
[2] https://link.springer.com/article/10.1007/s10827-017-0668-2
[3] https://link.springer.com/article/10.1007/s10827-017-0655-7
[4] https://link.springer.com/article/10.1007/s10827-017-0646-8
[5] https://link.springer.com/article/10.1007/s10827-017-0658-4
Re:Researchers create “neuromorphic chip” that is modeled af...
by npatrick04 on Thursday November 30, 2017 @08:44AM
(#15815612)
There's a lot of good information on modeling spiking neurons here:
http://www.scholarpedia.org/article/Category:Spiking_Network...
Also, I like the papers linked here by Eugene Izhikevich: http://www.izhikevich.org/publications/index.htm
The new links discussing the capsule neural networks are somewhat reminiscent of this polychronous computation paper: http://www.izhikevich.org/publications/polychronous_wavefron....
https://hackernoon.com/what-is-a-capsnet-or-capsule-network-...