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cs.NE2025
Synchrony-Gated Plasticity with Dopamine Modulation for Spiking Neural Networks
Yuchen Tian, Samuel Tensingh, Jason Eshraghian +2
While surrogate backpropagation proves useful for training deep spiking neural networks (SNNs), incorporating biologically inspired local signals on a large scale remains challengi…
cs.NE2025
Learning with Spike Synchrony in Spiking Neural Networks
Yuchen Tian, Assel Kembay, Samuel Tensingh +3
Spiking neural networks (SNNs) promise energy-efficient computation by mimicking biological neural dynamics, yet existing plasticity rules focus on isolated spike pairs and fail to…