Neural and Evolutionary Computing · Computer Science
Encoding Optimization for Low-Complexity Spiking Neural Network Equalizers in IM/DD Systems
Eike-Manuel Edelmann, Alexander von Bank, Laurent Schmalen
2025-08-20
Signal Processing · Electrical Eng. & Systems
Spiking Neural Network Equalization for IM/DD Optical Communication
Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger +3
2022-06-02
Signal Processing · Electrical Eng. & Systems
Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication
Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger +3
2022-06-02
Neural and Evolutionary Computing · Computer Science
Optimizing the Consumption of Spiking Neural Networks with Activity Regularization
Simon Narduzzi, Siavash A. Bigdeli, Shih-Chii Liu, L. Andrea Dunbar
2022-04-05
Neural and Evolutionary Computing · Computer Science
Optimizing the energy consumption of spiking neural networks for neuromorphic applications
Martino Sorbaro, Qian Liu, Massimo Bortone, Sadique Sheik
2020-05-05
Hardware Architecture · Computer Science
An Analytical Estimation of Spiking Neural Networks Energy Efficiency
Edgar Lemaire, Loic Cordone, Andrea Castagnetti, Pierre-Emmanuel Novac +2
2023-04-17
Machine Learning · Computer Science
Spiking Synaptic Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks
Kazuma Suetake, Takuya Ushimaru, Ryuji Saiin, Yoshihide Sawada
2024-01-15
Neural and Evolutionary Computing · Computer Science
Spiking Neural Network Accelerator Architecture for Differential-Time Representation using Learned Encoding
Daniel Windhager, Lothar Ratschbacher, Bernhard A. Moser, Michael Lunglmayr
2025-01-15
Hardware Architecture · Computer Science
A Resource-efficient Spiking Neural Network Accelerator Supporting Emerging Neural Encoding
Daniel Gerlinghoff, Zhehui Wang, Xiaozhe Gu, Rick Siow Mong Goh +1
2022-06-07
Human-Computer Interaction · Computer Science
Spiking Neural Network for Intra-cortical Brain Signal Decoding
Song Yang, Haotian Fu, Herui Zhang, Peng Zhang +2
2025-04-15
Neural and Evolutionary Computing · Computer Science
Adaptively Pruned Spiking Neural Networks for Energy-Efficient Intracortical Neural Decoding
Francesca Rivelli, Martin Popov, Charalampos S. Kouzinopoulos, Guangzhi Tang
2025-04-17
Neural and Evolutionary Computing · Computer Science
Fast and Efficient Information Transmission with Burst Spikes in Deep Spiking Neural Networks
Seongsik Park, Seijoon Kim, Hyeokjun Choe, Sungroh Yoon
2019-02-12
Quantum Physics · Physics
Combinatorial optimization solving by coherent Ising machines based on spiking neural networks
Bo Lu, Yong-Pan Gao, Kai Wen, Chuan Wang
2023-10-25
Signal Processing · Electrical Eng. & Systems
Learned Spike Encoding of the Channel Response for Low-Power Environment Sensing
Eleonora Cicciarella, Riccardo Mazzieri, Jacopo Pegoraro, Michele Rossi
2024-01-30
Computer Vision and Pattern Recognition · Computer Science
Spiking Neural Networks for Frame-based and Event-based Single Object Localization
Sami Barchid, José Mennesson, Jason Eshraghian, Chaabane Djéraba +1
2022-06-15
Machine Learning · Computer Science
SPARQ: Spiking Early-Exit Neural Networks for Energy-Efficient Edge AI
Parth Patne, Mahdi Taheri, Ali Mahani, Maksim Jenihhin +2
2026-03-17