126 citations · 162 across the 7 of their papers we have counts for
7 papers
Gradient-descent hardware-aware training and deployment for mixed-signal Neuromorphic processors
Uğurcan Çakal, Maryada, Chenxi Wu +2
Mixed-signal neuromorphic processors provide extremely low-power operation for edge inference workloads, taking advantage of sparse asynchronous computation within Spiking Neural N…
Sub-mW Neuromorphic SNN audio processing applications with Rockpool and Xylo
Hannah Bos, Dylan Muir
Spiking Neural Networks (SNNs) provide an efficient computational mechanism for temporal signal processing, especially when coupled with low-power SNN inference ASICs. SNNs have be…
Network insensitivity to parameter noise via adversarial regularization
Julian Büchel, Fynn Faber, Dylan R. Muir
Neuromorphic neural network processors, in the form of compute-in-memory crossbar arrays of memristors, or in the form of subthreshold analog and mixed-signal ASICs, promise enormo…
Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors
Julian Büchel, Dmitrii Zendrikov, Sergio Solinas +2
Mixed-signal analog/digital circuits emulate spiking neurons and synapses with extremely high energy efficiency, an approach known as "neuromorphic engineering". However, analog ci…
Real-time ultra-low power ECG anomaly detection using an event-driven neuromorphic processor
Felix Christian Bauer, Dylan Richard Muir, Giacomo Indiveri
Accurate detection of pathological conditions in human subjects can be achieved through off-line analysis of recorded biological signals such as electrocardiograms (ECGs). However,…
Feed-forward approximations to dynamic recurrent network architectures
Dylan Richard Muir
Recurrent neural network architectures can have useful computational properties, with complex temporal dynamics and input-sensitive attractor states. However, evaluation of recurre…
Surround suppression explained by long-range recruitment of local competition, in a columnar V1 model
Hongzhi You, Giacomo Indiveri, Dylan Richard Muir
Although neurons in columns of visual cortex of adult carnivores and primates share similar orientation tuning preferences, responses of nearby neurons are surprisingly sparse and…