BiSNN: Training Spiking Neural Networks with Binary Weights via Bayesian
Learning

BiSNN: Training Spiking Neural Networks with Binary Weights via Bayesian Learning

15 December 2020

N. Skatchkovsky

Osvaldo Simeone

Papers citing "BiSNN: Training Spiking Neural Networks with Binary Weights via Bayesian Learning"

8 / 8 papers shown

Title
Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism Yu Liang Wenjie Wei A. Belatreche Honglin Cao Zijian Zhou Shuai Wang Malu Zhang Y. Yang MQ 63 0 0 21 Feb 2025
Twin Network Augmentation: A Novel Training Strategy for Improved Spiking Neural Networks and Efficient Weight Quantization Lucas Deckers Benjamin Vandersmissen Ing Jyh Tsang W. V. Leekwijck Steven Latré MQ 25 2 0 24 Sep 2024
Bayesian Inference Accelerator for Spiking Neural Networks Prabodh Katti Anagha Nimbekar Chen Li Amit Acharyya Bashir M. Al-Hashimi Bipin Rajendran TPM 15 2 0 27 Jan 2024
Towards Efficient and Trustworthy AI Through Hardware-Algorithm-Communication Co-Design Yongchao Chen Osvaldo Simeone Bashir M. Al-Hashimi 37 4 0 27 Sep 2023
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees Jiechen Chen Sangwoo Park Osvaldo Simeone 29 7 0 18 May 2023
Bayesian Inference on Binary Spiking Networks Leveraging Nanoscale Device Stochasticity Prabodh Katti N. Skatchkovsky Osvaldo Simeone Bipin Rajendran Bashir M. Al-Hashimi 17 4 0 02 Feb 2023
Bayesian Continual Learning via Spiking Neural Networks N. Skatchkovsky Hyeryung Jang Osvaldo Simeone BDL 30 17 0 29 Aug 2022
Ultra-low Latency Adaptive Local Binary Spiking Neural Network with Accuracy Loss Estimator Changqin Xu Yijian Pei Zili Wu Yi Liu Yintang Yang 16 3 0 31 Jul 2022