Spiking Neural Networks Hardware Implementations and Challenges: a Survey

ACM Journal on Emerging Technologies in Computing Systems (JETC), 2019

4 May 2020

Papers citing "Spiking Neural Networks Hardware Implementations and Challenges: a Survey"

22 / 22 papers shown

Minimal Neuron Circuits -- Part I: Resonators

Amr Nabil

T. Nandha Kumar

Haider Abbas F. Almurib

137

03 Jun 2025

Energy efficiency analysis of Spiking Neural Networks for space applications

Alexander Hadjiivanov

Dario Izzo

407

16 May 2025

Impact of white noise in artificial neural networks trained for classification: performance and noise mitigation strategiesChaos (Chaos), 2024

N. Semenova

Daniel Brunner

243

07 Nov 2024

Enhancing SNN-based Spatio-Temporal Learning: A Benchmark Dataset and Cross-Modality Attention ModelNeural Networks (NN), 2024

316

21 Oct 2024

Ternary Spike-based Neuromorphic Signal Processing System

Wenjie We

Malu Zhang

Yang Yang

297

07 Jul 2024

A Neuromorphic Approach to Obstacle Avoidance in Robot Manipulation

Ahmed Faisal Abdelrahman

Matias Valdenegro-Toro

Maren Bennewitz

Paul G. Plöger

225

08 Apr 2024

SpikeExplorer: hardware-oriented Design Space Exploration for Spiking Neural Networks on FPGA

338

04 Apr 2024

Neural Network Methods for Radiation Detectors and ImagingFrontiers of Physics (Front. Phys.), 2023

285

09 Nov 2023

KirchhoffNet: A Scalable Ultra Fast Analog Neural NetworkInternational Conference on Computer Aided Design (ICCAD), 2023

406

24 Oct 2023

Low Precision Quantization-aware Training in Spiking Neural Networks with Differentiable Quantization FunctionIEEE International Joint Conference on Neural Network (IJCNN), 2023

Ayan Shymyrbay

M. Fouda

Ahmed M. Eltawil

263

30 May 2023

Spiking Neural Networks in the Alexiewicz Topology: A New Perspective on Analysis and Error BoundsNeurocomputing (Neurocomputing), 2023

Bernhard A. Moser

Michael Lunglmayr

150

09 May 2023

Impact of spiking neurons leakages and network recurrences on event-based spatio-temporal pattern recognitionFrontiers in Neuroscience (Front. Neurosci.), 2022

Mohamed Sadek Bouanane

D. Cherifi

Elisabetta Chicca

Lyes Khacef

189

14 Nov 2022

A Time-to-first-spike Coding and Conversion Aware Training for Energy-Efficient Deep Spiking Neural Network Processor DesignDesign Automation Conference (DAC), 2022

Dongwoo Lew

Kyungchul Lee

Jongsun Park

126

09 Aug 2022

Collective control of modular soft robots via embodied Spiking Neural Cellular Automata

184

05 Apr 2022

Efficient Hardware Acceleration of Sparsely Active Convolutional Spiking Neural NetworksIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2022

130

23 Mar 2022

Spiking Neural Network Integrated Circuits: A Review of Trends and Future DirectionsIEEE Custom Integrated Circuits Conference (CICC), 2022

A. Basu

Charlotte Frenkel

Lei Deng

Xueyong Zhang

201

14 Mar 2022

Brian2Loihi: An emulator for the neuromorphic chip Loihi using the spiking neural network simulator BrianFrontiers in Neuroinformatics (FN), 2021

325

25 Sep 2021

Marine Vehicles Localization Using Grid Cells for Path IntegrationOceans (OCEANS), 2021

28 Jul 2021

Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligenceProceedings of the IEEE (Proc. IEEE), 2021

Charlotte Frenkel

D. Bol

Giacomo Indiveri

338

02 Jun 2021

Noise-Robust Deep Spiking Neural Networks with Temporal InformationDesign Automation Conference (DAC), 2021

Seongsik Park

Dongjin Lee

Sungroh Yoon

230

22 Apr 2021

A Novel ANN Structure for Image Recognition

Shilpa Mayannavar

U. Wali

V. M. Aparanji

145

09 Oct 2020

NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

208

16 May 2020