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
Signal Processing · Electrical Eng. & Systems
Energy-efficient Spiking Neural Network Equalization for IM/DD Systems with Optimized Neural Encoding
Alexander von Bank, Eike-Manuel Edelmann, Laurent Schmalen
2023-12-21
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
Neural and Evolutionary Computing · Computer Science
A feedback control optimizer for online and hardware-aware training of Spiking Neural Networks
Matteo Saponati, Chiara De Luca, Giacomo Indiveri, Benjamin Grewe
2026-02-17
Neural and Evolutionary Computing · Computer Science
Making a Spiking Net Work: Robust brain-like unsupervised machine learning
Peter G. Stratton, Andrew Wabnitz, Chip Essam, Allen Cheung +1
2022-09-02
Signal Processing · Electrical Eng. & Systems
Spiking Neural Network Nonlinear Demapping on Neuromorphic Hardware for IM/DD Optical Communication
Elias Arnold, Georg Böcherer, Florian Strasser, Eric Müller +6
2023-03-10
Neural and Evolutionary Computing · Computer Science
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State
Mingqing Xiao, Qingyan Meng, Zongpeng Zhang, Yisen Wang +1
2021-12-20
Neural and Evolutionary Computing · Computer Science
Towards free-response paradigm: a theory on decision-making in spiking neural networks
Zhichao Zhu, Yang Qi, Wenlian Lu, Zhigang Wang +2
2025-10-27
Neural and Evolutionary Computing · Computer Science
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods
Chenlin Zhou, Han Zhang, Liutao Yu, Yumin Ye +6
2024-07-12
Neural and Evolutionary Computing · Computer Science
Skip Connections in Spiking Neural Networks: An Analysis of Their Effect on Network Training
Hadjer Benmeziane, Amine Ziad Ounnoughene, Imane Hamzaoui, Younes Bouhadjar
2023-03-27
Signal Processing · Electrical Eng. & Systems
Efficient FPGA Implementation of an Optimized SNN-based DFE for Optical Communications
Mohamed Moursi, Jonas Ney, Bilal Hammoud, Norbert Wehn
2024-09-16
Neural and Evolutionary Computing · Computer Science
BSNN: Towards Faster and Better Conversion of Artificial Neural Networks to Spiking Neural Networks with Bistable Neurons
Yang Li, Yi Zeng, Dongcheng Zhao
2021-05-28