jasoneshraghianFeb 171 minNew Preprint on Quantization-Aware Training with SNNsWe have a new preprint along with code that simplifies the process of training quantized spiking neural networks in snnTorch. We propose...
jasoneshraghianNov 29, 20211 minsnnTorch at Facebook's PyTorch 2021 Dev DayWe 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...
jasoneshraghianSep 29, 20211 minNew Preprint: Training Spiking Neural Networks Using Lessons From Deep LearningHow can we train biologically plausible Spiking Neural Networks with the Deep Learning hammer? Our perspective/tutorial/review aims to...
jasoneshraghianAug 17, 20211 minICONS Tutorial: Deep Learning with snnTorchThe tutorial I gave at the International Conference on Neuromorphic Systems on training spiking neural networks using modern deep...
jasoneshraghianJun 12, 20211 minFulbright Future FellowshipI was awarded a Fulbright Future Fellowship that will let me stay in limbo between University of Michigan/Western Australia for a while...
jasoneshraghianJun 8, 20211 minA New Approach to SRAM PUFsBuilding secure hardware is now more important than ever, and we've just published a new approach to building silicon-based physically...
jasoneshraghianApr 30, 20211 minForrest Research FellowshipThis week, I returned to the University of Western Australia as a Forrest Research Fellow in a joint appointment between the Schools of...
jasoneshraghianFeb 25, 20211 minBuilding Better AI Hardware at IEEE ISCAS 2021We 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....
jasoneshraghianJan 19, 20211 min"AI Reflections in 2020" Published in Nature Machine IntelligenceImage credit: : AAUB/DigitalVisionVectors/Getty Nature Machine Intelligence invited me to contribute to their Feature Article, "AI...
jasoneshraghianDec 23, 20201 minBest Live Demonstration Award at the IEEE Conference on Electronic Circuits and Systems 2020Our retina-controlled upper-limb prosthesis system won the Best Live Demonstration Award at the IEEE International Conference on...
jasoneshraghianNov 14, 20201 minHardware accelerators for AI-driven healthcareWe published our perspective on integrating neural net accelerators into the clinical & outpatient workflow in the IEEE Transactions on...
jasoneshraghianSep 10, 20201 minIEEE ECCTD 2020 Keynote Address: CMOS-Memristor Nanoelectronics for Neuromorphic ComputingSung-Mo Kang (U.C. Santa Cruz) and I delivered the keynote address for the IEEE European Conference on Circuit Theory and Design titled...
jasoneshraghianMar 19, 20201 minInto the latent spaceOne neural network is good for recognising patterns, but two are great for creating them. Nature Machine Intelligence did a neat write-up...
jasoneshraghianMar 11, 20201 min"Human ownership of artificial creativity" Published in Nature Machine IntelligenceI've published my research on legal ownership of artificially generated datasets & artwork in Nature Machine Intelligence. Image trained...
jasoneshraghianMay 30, 20191 minBest Paper Award: 2019 IEEE Transaction on VLSI Circuits and SystemsOur paper titled "Neuromorphic Vision RRAM-CMOS Hybrid Architecture" was awarded the 2019 Best Paper Award for the IEEE Transactions on...
jasoneshraghianMar 19, 20191 minBest Paper Award at the IEEE Conference on Artificial Intelligence Circuits and Systems 2019Our work titled "Analog Weights in ReRAM DNN Accelerators" has been awarded as Best Paper at the 2019 IEEE International Conference on...