Chip-In-Loop SNN Proxy Learning: a new method for efficient training of spiking neural networks

by Yuhang Liu, Tingyu Liu, Yalun Hu, Wei Liao, Yannan Xing, Sadique Sheik, Sadique Sheik, Ning Qiao, Ning Qiao
Published 2024-01-01

EXODUS: Stable and efficient training of spiking neural networks

by Felix C. Bauer, Gregor Lenz, Saeid Haghighatshoar, Sadique Sheik
Published 2023-02-01

Optimizing the Energy Consumption of Spiking Neural Networks for Neuromorphic Applications

by Martino Sorbaro, Martino Sorbaro, Qian Liu, Massimo Bortone, Sadique Sheik
Published 2020-06-01

Hardware-Efficient On-line Learning through Pipelined Truncated-Error Backpropagation in Binary-State Networks

by Hesham Mostafa, Bruno Pedroni, Sadique Sheik, Gert Cauwenberghs, Gert Cauwenberghs, Gert Cauwenberghs
Published 2017-09-01

Adversarial attacks on spiking convolutional neural networks for event-based vision

by Julian Büchel, Gregor Lenz, Yalun Hu, Sadique Sheik, Martino Sorbaro, Martino Sorbaro
Published 2022-12-01

Memory-Efficient Synaptic Connectivity for Spike-Timing- Dependent Plasticity

by Bruno U. Pedroni, Siddharth Joshi, Stephen R. Deiss, Sadique Sheik, Georgios Detorakis, Somnath Paul, Charles Augustine, Emre O. Neftci, Gert Cauwenberghs
Published 2019-04-01

Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning

by Georgios Detorakis, Sadique Sheik, Charles Augustine, Somnath Paul, Bruno U. Pedroni, Nikil Dutt, Nikil Dutt, Jeffrey Krichmar, Jeffrey Krichmar, Gert Cauwenberghs, Emre Neftci, Emre Neftci
Published 2018-08-01

Spike-based dynamic computing with asynchronous sensing-computing neuromorphic chip

by Man Yao, Ole Richter, Guangshe Zhao, Ning Qiao, Yannan Xing, Dingheng Wang, Tianxiang Hu, Wei Fang, Tugba Demirci, Michele De Marchi, Lei Deng, Tianyi Yan, Carsten Nielsen, Sadique Sheik, Chenxi Wu, Yonghong Tian, Bo Xu, Guoqi Li
Published 2024-05-01