Taxonomy of Real Faults in Deep Learning Systems

Taxonomy of Real Faults in Deep Learning Systems

24 October 2019

Nargiz Humbatova

Gunel Jahangirova

Gabriele Bavota

Vincenzo Riccio

Paolo Tonella

Papers citing "Taxonomy of Real Faults in Deep Learning Systems"

16 / 66 papers shown

Title
DeepMetis: Augmenting a Deep Learning Test Set to Increase its Mutation Score Vincenzo Riccio Nargiz Humbatova Gunel Jahangirova Paolo Tonella 23 37 0 15 Sep 2021
Design Smells in Deep Learning Programs: An Empirical Study Amin Nikanjam Foutse Khomh 35 12 0 05 Jul 2021
DeepHyperion: Exploring the Feature Space of Deep Learning-Based Systems through Illumination Search Tahereh Zohdinasab Vincenzo Riccio Alessio Gambi Paolo Tonella 10 81 0 05 Jul 2021
Automatic Fault Detection for Deep Learning Programs Using Graph Transformations Amin Nikanjam Houssem Ben Braiek Mohammad Mehdi Morovati Foutse Khomh GNN 17 24 0 17 May 2021
A Review on Oracle Issues in Machine Learning Diogo Seca VLM AAML 28 3 0 04 May 2021
TimeGym: Debugging for Time Series Modeling in Python Diogo Seca AI4TS TTA GP 18 0 0 04 May 2021
Characterizing Technical Debt and Antipatterns in AI-Based Systems: A Systematic Mapping Study Justus Bogner Roberto Verdecchia I. Gerostathopoulos 11 36 0 17 Mar 2021
An Empirical Study on Deployment Faults of Deep Learning Based Mobile Applications Zhenpeng Chen Huihan Yao Yiling Lou Yanbin Cao Yuanqiang Liu Haoyu Wang Xuanzhe Liu 51 79 0 13 Jan 2021
Faults in Deep Reinforcement Learning Programs: A Taxonomy and A Detection Approach Amin Nikanjam Mohammad Mehdi Morovati Foutse Khomh Houssem Ben Braiek 35 30 0 01 Jan 2021
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges G. Giray 38 120 0 14 Dec 2020
A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research Cody Watson Nathan Cooper David Nader-Palacio Kevin Moran Denys Poshyvanyk 26 111 0 14 Sep 2020
The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs Markus Borg 14 15 0 11 Sep 2020
Model-based Exploration of the Frontier of Behaviours for Deep Learning System Testing Vincenzo Riccio Paolo Tonella AAML 4 128 0 06 Jul 2020
Supporting DNN Safety Analysis and Retraining through Heatmap-based Unsupervised Learning Hazem M. Fahmy F. Pastore M. Bagherzadeh Lionel C. Briand AI4CE AAML 43 30 0 03 Feb 2020
Arachne: Search Based Repair of Deep Neural Networks Jeongju Sohn Sungmin Kang S. Yoo KELM 30 46 0 28 Dec 2019
Generative Models for Effective ML on Private, Decentralized Datasets S. Augenstein H. B. McMahan Daniel Ramage Swaroop Indra Ramaswamy Peter Kairouz Mingqing Chen Rajiv Mathews Blaise Agüera y Arcas SyDa 32 182 0 15 Nov 2019