Optimizing the energy consumption of spiking neural networks for
neuromorphic applications

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Optimizing the energy consumption of spiking neural networks for neuromorphic applications

3 December 2019

Li-Yu Daisy Liu

Massimo Bortone

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Papers citing "Optimizing the energy consumption of spiking neural networks for neuromorphic applications"

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Title
Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning Qi Xu J. Zhu D. Zhou Hao Chen Yang Liu Jiangrong Shen Qiang Zhang 106 0 0 12 May 2025
A Synthesis of Green Architectural Tactics for ML-Enabled Systems Heli Järvenpää Patricia Lago Justus Bogner Grace A. Lewis H. Muccini Ipek Ozkaya 80 24 0 15 Dec 2023
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles Biswadeep Chakraborty Saibal Mukhopadhyay 85 10 0 22 Feb 2023
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 92 24 0 23 Dec 2022
enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks Alessio Colucci A. Steininger Mohamed Bennai 73 12 0 31 Jul 2022
Optimizing the Consumption of Spiking Neural Networks with Activity Regularization Simon Narduzzi Siavash Bigdeli Shih-Chii Liu L. A. Dunbar 71 9 0 04 Apr 2022
WaveSense: Efficient Temporal Convolutions with Spiking Neural Networks for Keyword Spotting Philipp Weidel Sadique Sheik 42 15 0 02 Nov 2021
Adversarial Attacks on Spiking Convolutional Neural Networks for Event-based Vision Julian Buchel Gregor Lenz Yalun Hu Sadique Sheik M. Sorbaro AAML 81 15 0 06 Oct 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram Peter A. Beerel 64 14 0 16 Jul 2021
Q-SpiNN: A Framework for Quantizing Spiking Neural Networks Rachmad Vidya Wicaksana Putra Mohamed Bennai MQ 81 47 0 05 Jul 2021
Energy-efficient Knowledge Distillation for Spiking Neural Networks Dongjin Lee Seongsik Park Jongwan Kim Wuhyeong Doh Sungroh Yoon 52 12 0 14 Jun 2021
Training Deep Spiking Neural Networks Eimantas Ledinauskas J. Ruseckas Alfonsas Jursenas Giedrius Burachas 98 55 0 08 Jun 2020