Hesham Mostafa

Surrogate Gradient Learning in Spiking Neural Networks: Bringing the Power of Gradient-Based Optimization to Spiking Neural Networks

Emre Neftci, Hesham Mostafa, Friedemann Zenke · IEEE Signal Processing Magazine · 2019 · 1.3K citations

Engineering, Gradient-based Optimization, Neurochip +18

A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses

Ning Qiao, Hesham Mostafa, Federico Corradi et al. · Frontiers in Neuroscience · 2015 · 676 citations · Full text

Engineering, Neuromorphic Processor, Computer Architecture +17

Supervised Learning Based on Temporal Coding in Spiking Neural Networks

Hesham Mostafa · IEEE Transactions on Neural Networks and Learning Systems · 2017 · 340 citations

Engineering, Neurodynamics, Complex Temporal Information +14

NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps

Alessandro Aimar, Hesham Mostafa, Enrico Calabrese et al. · IEEE Transactions on Neural Networks and Learning Systems · 2018 · 281 citations

Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE)

Jacques Kaiser, Hesham Mostafa, Emre Neftci · Frontiers in Neuroscience · 2020 · 278 citations · Full text