Deep4ge: A Dataset for Fault Detection and Diagnosis in Deep Neural Networks
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下载链接：
https://zenodo.org/doi/10.5281/zenodo.20043014
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资源简介：
Deep4ge v1.0.1
Title: Deep4ge: A Dataset for Fault Detection and Diagnosis in Deep Neural Networks
A dataset of 14,227 DNN programs with their training logs generated from 60 real-world DNN programs, engineered for fault detection and diagnosis research in deep neural networks.
Dataset contents
9,845 faulty training logs across 7 fault categories
4,382 correct baseline logs
60 StackOverflow seed programs (FNN / CNN / RNN)
31 dynamic features per epoch (gradients, activations, weights, hardware)
Manifest index, data dictionary, and validation scripts
Licenses
Dataset: CC BY 4.0
Mutation framework: MIT
Citation
If you use Deep4ge, please cite this release and refer to the CITATION.cff file in the repository.
提供机构：
Zenodo
创建时间：
2026-05-05
