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cs.CL2024★ 1 cited
Exploring neural oscillations during speech perception via surrogate gradient spiking neural networks
Alexandre Bittar, Philip N. Garner
Understanding cognitive processes in the brain demands sophisticated models capable of replicating neural dynamics at large scales. We present a physiologically inspired speech rec…
cs.CL2022★ 3 cited
Surrogate Gradient Spiking Neural Networks as Encoders for Large Vocabulary Continuous Speech Recognition
Alexandre Bittar, Philip N. Garner
Compared to conventional artificial neurons that produce dense and real-valued responses, biologically-inspired spiking neurons transmit sparse and binary information, which can al…