DeepFD: Automated Fault Diagnosis and Localization for Deep Learning
Programs

DeepFD: Automated Fault Diagnosis and Localization for Deep Learning Programs

4 May 2022

Shing-Chi Cheung

ArXiv (abs)PDF HTML

Papers citing "DeepFD: Automated Fault Diagnosis and Localization for Deep Learning Programs"

13 / 13 papers shown

Title
Path Analysis for Effective Fault Localization in Deep Neural Networks Soroush Hashemifar Saeed Parsa A. Kalaee AAML 97 0 0 28 Jan 2025
AlphaD3M: Machine Learning Pipeline Synthesis Iddo Drori Yamuna Krishnamurthy Rémi Rampin Raoni Lourenço Jorge Piazentin Ono Kyunghyun Cho Claudio Silva J. Freire 56 85 0 03 Nov 2021
The effect of Target Normalization and Momentum on Dying ReLU Isac Arnekvist J. Carvalho Danica Kragic J. A. Stork 42 17 0 13 May 2020
Taxonomy of Real Faults in Deep Learning Systems Nargiz Humbatova Gunel Jahangirova Gabriele Bavota Vincenzo Riccio Andrea Stocco Paolo Tonella 95 270 0 24 Oct 2019
Deep Neural Network Hyperparameter Optimization with Orthogonal Array Tuning Xiang Zhang Xiaocong Chen Lina Yao Chang Ge Manqing Dong OOD 41 79 0 31 Jul 2019
Machine Learning Testing: Survey, Landscapes and Horizons Jie M. Zhang Mark Harman Lei Ma Yang Liu VLM AILaw 80 752 0 19 Jun 2019
A Comprehensive Study on Deep Learning Bug Characteristics Md Johirul Islam Giang Nguyen Rangeet Pan Hridesh Rajan ELM 50 302 0 03 Jun 2019
Evolutionary Neural AutoML for Deep Learning J. Liang Elliot Meyerson Babak Hodjat Daniel Fink Karl Mutch Risto Miikkulainen 41 107 0 18 Feb 2019
DeepFault: Fault Localization for Deep Neural Networks Hasan Ferit Eniser Simos Gerasimou A. Sen AAML 61 87 0 15 Feb 2019
Software Engineering Challenges of Deep Learning Anders Arpteg B. Brinne L. Crnkovic-Friis J. Bosch 81 175 0 29 Oct 2018
A Walk with SGD Chen Xing Devansh Arpit Christos Tsirigotis Yoshua Bengio 92 119 0 24 Feb 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 113 2,766 0 09 Feb 2018
Random Walk Initialization for Training Very Deep Feedforward Networks David Sussillo L. F. Abbott 55 81 0 19 Dec 2014