New Preprint on Quantization-Aware Training with SNNs
We have a new preprint along with code that simplifies the process of training quantized spiking neural networks in snnTorch. We propose...
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jasoneshraghian
Nov 30, 20211 min read
snnTorch at Facebook's PyTorch 2021 Dev Day
We are presenting snnTorch at the PyTorch Dev Day on 1/2 Dec 2021! We will demonstrate some of the current capabilities of SNNs, and chat...
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jasoneshraghian
Sep 29, 20211 min read
New Preprint: Training Spiking Neural Networks Using Lessons From Deep Learning
How can we train biologically plausible Spiking Neural Networks with the Deep Learning hammer? Our perspective/tutorial/review aims to...
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jasoneshraghian
Aug 17, 20211 min read
ICONS Tutorial: Deep Learning with snnTorch
The tutorial I gave at the International Conference on Neuromorphic Systems on training spiking neural networks using modern deep...
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jasoneshraghian
Jun 13, 20211 min read
Fulbright Future Fellowship
I was awarded a Fulbright Future Fellowship that will let me stay in limbo between University of Michigan/Western Australia for a while...
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jasoneshraghian
Jun 9, 20211 min read
A New Approach to SRAM PUFs
Building secure hardware is now more important than ever, and we've just published a new approach to building silicon-based physically...
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jasoneshraghian
May 1, 20211 min read
Forrest Research Fellowship
This week, I returned to the University of Western Australia as a Forrest Research Fellow in a joint appointment between the Schools of...
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jasoneshraghian
Feb 25, 20211 min read
Building Better AI Hardware at IEEE ISCAS 2021
We had 4 papers accepted for IEEE ISCAS 2021! 2 of these are led by the first students I have supervised, so this is a special moment....
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jasoneshraghian
Jan 20, 20211 min read
"AI Reflections in 2020" Published in Nature Machine Intelligence
Image credit: : AAUB/DigitalVisionVectors/Getty Nature Machine Intelligence invited me to contribute to their Feature Article, "AI...
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jasoneshraghian
Dec 24, 20201 min read
Best Live Demonstration Award at the IEEE Conference on Electronic Circuits and Systems 2020
Our retina-controlled upper-limb prosthesis system won the Best Live Demonstration Award at the IEEE International Conference on...
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jasoneshraghian
Nov 15, 20201 min read
Hardware accelerators for AI-driven healthcare
We published our perspective on integrating neural net accelerators into the clinical & outpatient workflow in the IEEE Transactions on...
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jasoneshraghian
Sep 10, 20201 min read
IEEE ECCTD 2020 Keynote Address: CMOS-Memristor Nanoelectronics for Neuromorphic Computing
Sung-Mo Kang (U.C. Santa Cruz) and I delivered the keynote address for the IEEE European Conference on Circuit Theory and Design titled...
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jasoneshraghian
Mar 20, 20201 min read
Into the latent space
One neural network is good for recognising patterns, but two are great for creating them. Nature Machine Intelligence did a neat write-up...
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jasoneshraghian
Mar 12, 20201 min read
"Human ownership of artificial creativity" Published in Nature Machine Intelligence
I've published my research on legal ownership of artificially generated datasets & artwork in Nature Machine Intelligence. Image trained...
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jasoneshraghian
May 30, 20191 min read
Best Paper Award: 2019 IEEE Transaction on VLSI Circuits and Systems
Our paper titled "Neuromorphic Vision RRAM-CMOS Hybrid Architecture" was awarded the 2019 Best Paper Award for the IEEE Transactions on...
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jasoneshraghian
Mar 20, 20191 min read
Best Paper Award at the IEEE Conference on Artificial Intelligence Circuits and Systems 2019
Our work titled "Analog Weights in ReRAM DNN Accelerators" has been awarded as Best Paper at the 2019 IEEE International Conference on...
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