Mitigating Overfitting for Deep Learning-based Aging-related Bug Prediction via Brain-inspired Regularization in Spiking Neural Networks-Reference-Cited by-同舟云学术

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Mitigating Overfitting for Deep Learning-based Aging-related Bug Prediction via Brain-inspired Regularization in Spiking Neural Networks

Published:2023-10-09 Issue: Volume: Page:
ISSN:
Container-title:2023 IEEE 34th International Symposium on Software Reliability Engineering Workshops (ISSREW)
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Author:

Tian Yunzhe¹,Li Yike¹,Chen Kang¹,Tong Endong¹,Niu Wenjia¹,Liu Jiqiang¹,Qin Fangyun²,Zheng Zheng³

Affiliation:

1. Beijing Jiaotong University,Beijing Key Laboratory of Security and Privacy in Intelligent Transportation,Beijing,China

2. Capital Normal University,College of Information Engineering,Beijing,China

3. Beihang University,School of Automation Science and Electrical Engineering,Beijing,China

Funder

National Natural Science Foundation of China

Publisher

IEEE

Link

http://xplorestaging.ieee.org/ielx7/10301191/10301280/10301319.pdf?arnumber=10301319

Reference37 articles.

1. Meta-neuron learning based spiking neural classifier with time-varying weight model for credit scoring problem

2. Adam: A method for stochastic optimization;kingma,2014

3. Overfitting in adversarially robust deep learning;rice;International Conference on Machine Learning,2020

4. Pytorch: An imperative style, high-performance deep learning library;paszke;Advances in neural information processing systems,2019

5. Attention Spiking Neural Networks

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