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Deep counter networks for asynchronous event-based processing
Jonathan Binas, Giacomo Indiveri, Michael Pfeiffer
Despite their advantages in terms of computational resources, latency, and power consumption, event-based implementations of neural networks have not been able to achieve the same…
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…
Precise neural network computation with imprecise analog devices
Jonathan Binas, Daniel Neil, Giacomo Indiveri +2
The operations used for neural network computation map favorably onto simple analog circuits, which outshine their digital counterparts in terms of compactness and efficiency. Neve…
Neural Sampling by Irregular Gating Inhibition of Spiking Neurons and Attractor Networks
Lorenz K. Muller, Giacomo Indiveri
A long tradition in theoretical neuroscience casts sensory processing in the brain as the process of inferring the maximally consistent interpretations of imperfect sensory input.…