Machine Learning Testing: Survey, Landscapes and Horizons

19 June 2019

Yang Liu

Papers citing "Machine Learning Testing: Survey, Landscapes and Horizons"

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Title
Code2Snapshot: Using Code Snapshots for Learning Representations of Source Code Md Rafiqul Islam Rabin Mohammad Amin Alipour 27 5 0 01 Nov 2021
A Survey on Machine Learning Techniques for Source Code Analysis Tushar Sharma M. Kechagia Stefanos Georgiou Rohit Tiwari Indira Vats Hadi Moazen Federica Sarro 25 61 0 18 Oct 2021
Leveraging Automated Unit Tests for Unsupervised Code Translation Baptiste Roziere Jie M. Zhang François Charton Mark Harman Gabriel Synnaeve Guillaume Lample 25 112 0 13 Oct 2021
Automated Testing of AI Models Swagatam Haldar Deepak Vijaykeerthy Diptikalyan Saha VLM 21 0 0 07 Oct 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 119 356 0 04 Oct 2021
ML4ML: Automated Invariance Testing for Machine Learning Models Zukang Liao Pengfei Zhang Min Chen VLM 21 3 0 27 Sep 2021
Metamorphic Relation Prioritization for Effective Regression Testing Madhusudan Srinivasan Upulee Kanewala 11 11 0 20 Sep 2021
Towards Ubiquitous Indoor Positioning: Comparing Systems across Heterogeneous Datasets J. Torres-Sospedra I. Silva Lucie Klus Darwin Quezada-Gaibor A. Crivello P. Barsocchi Cristiano G. Pendão E. Lohan J. Nurmi A. Moreira 11 13 0 20 Sep 2021
Efficient and Effective Generation of Test Cases for Pedestrian Detection -- Search-based Software Testing of Baidu Apollo in SVL Hamid Ebabi M. H. Moghadam Markus Borg Gregory Gay Afonso Fontes Kasper Socha 11 31 0 16 Sep 2021
DeepMetis: Augmenting a Deep Learning Test Set to Increase its Mutation Score Vincenzo Riccio Nargiz Humbatova Gunel Jahangirova Paolo Tonella 23 36 0 15 Sep 2021
Active Assessment of Prediction Services as Accuracy Surface Over Attribute Combinations Vihari Piratla Soumen Chakrabarty Sunita Sarawagi 11 3 0 14 Aug 2021
How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review Florian Tambon Gabriel Laberge Le An Amin Nikanjam Paulina Stevia Nouwou Mindom Y. Pequignot Foutse Khomh G. Antoniol E. Merlo François Laviolette 30 66 0 26 Jul 2021
HOMRS: High Order Metamorphic Relations Selector for Deep Neural Networks Florian Tambon G. Antoniol Foutse Khomh AAML 6 0 0 10 Jul 2021
Test for non-negligible adverse shifts Vathy M. Kamulete 15 3 0 07 Jul 2021
DeepHyperion: Exploring the Feature Space of Deep Learning-Based Systems through Illumination Search Tahereh Zohdinasab Vincenzo Riccio Alessio Gambi Paolo Tonella 8 80 0 05 Jul 2021
Memorization and Generalization in Neural Code Intelligence Models Md Rafiqul Islam Rabin Aftab Hussain Mohammad Amin Alipour Vincent J. Hellendoorn TDI 40 40 0 16 Jun 2021
ModelDiff: Testing-Based DNN Similarity Comparison for Model Reuse Detection Yuanchun Li Ziqi Zhang Bingyan Liu Ziyue Yang Yunxin Liu 11 53 0 11 Jun 2021
Validation of Simulation-Based Testing: Bypassing Domain Shift with Label-to-Image Synthesis Julia Rosenzweig E. Brito H. Kobialka Maram Akila Nico M. Schmidt ... Jan David Schneider Fabian Hüger Matthias Rottmann Sebastian Houben Tim Wirtz 24 4 0 10 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 21 31 0 09 Jun 2021
Assessing the Reliability of Deep Learning Classifiers Through Robustness Evaluation and Operational Profiles Xingyu Zhao Wei Huang Alec Banks V. Cox David Flynn S. Schewe Xiaowei Huang AAML UQCV 28 21 0 02 Jun 2021
Software Engineering for AI-Based Systems: A Survey Silverio Martínez-Fernández Justus Bogner Xavier Franch Marc Oriol Julien Siebert Adam Trendowicz Anna Maria Vollmer Stefan Wagner 27 211 0 05 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 13 0 0 04 May 2021
Quality Assurance Challenges for Machine Learning Software Applications During Software Development Life Cycle Phases Md. Abdullah Al Alamin Gias Uddin 32 11 0 03 May 2021
Learning by Design: Structuring and Documenting the Human Choices in Machine Learning Development Simon Enni Ira Assent 14 3 0 03 May 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 13 58 0 29 Apr 2021
Test Automation with Grad-CAM Heatmaps -- A Future Pipe Segment in MLOps for Vision AI? Markus Borg Ronald Jabangwe Simon Åberg Arvid Ekblom Ludwig Hedlund August Lidfeldt 19 18 0 02 Mar 2021
Distribution-Aware Testing of Neural Networks Using Generative Models Swaroopa Dola Matthew B. Dwyer M. Soffa 32 52 0 26 Feb 2021
Testing Framework for Black-box AI Models Aniya Aggarwal Samiullah Shaikh Sandeep Hans Swastik Haldar Rema Ananthanarayanan Diptikalyan Saha 16 8 0 11 Feb 2021
Can Offline Testing of Deep Neural Networks Replace Their Online Testing? Fitash Ul Haq Donghwan Shin S. Nejati Lionel C. Briand OffRL 14 38 0 26 Jan 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 48 79 0 13 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 35 2 0 04 Jan 2021
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges G. Giray 33 120 0 14 Dec 2020
Influence-Driven Data Poisoning in Graph-Based Semi-Supervised Classifiers Adriano Franci Maxime Cordy Martin Gubri Mike Papadakis Yves Le Traon AAML 20 6 0 14 Dec 2020
Explanation from Specification Harish Naik Gyorgy Turán XAI 27 0 0 13 Dec 2020
Risk Management Framework for Machine Learning Security J. Breier A. Baldwin H. Balinsky Yang Liu AAML 11 3 0 09 Dec 2020
Empirical Study on the Software Engineering Practices in Open Source ML Package Repositories Minke Xiu Ellis E. Eghan Zhen Ming Z. Jiang Bram Adams 19 0 0 02 Dec 2020
ShapeFlow: Dynamic Shape Interpreter for TensorFlow Sahil Verma Z. Su 8 11 0 26 Nov 2020
AI Governance for Businesses Johannes Schneider Rene Abraham Christian Meske Jan vom Brocke AI4TS 6 67 0 20 Nov 2020
DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment Bing Yu Hua Qi Qing Guo Felix Juefei Xu Xiaofei Xie L. Ma Jianjun Zhao 11 5 0 19 Nov 2020
Software engineering for artificial intelligence and machine learning software: A systematic literature review E. Nascimento Anh Nguyen-Duc Ingrid Sundbø T. Conte 8 40 0 07 Nov 2020
Astraea: Grammar-based Fairness Testing E. Soremekun Sakshi Udeshi Sudipta Chattopadhyay 26 27 0 06 Oct 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 34 79 0 17 Sep 2020
The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs Markus Borg 14 15 0 11 Sep 2020
Smoke Testing for Machine Learning: Simple Tests to Discover Severe Defects Steffen Herbold Tobias Haar 9 10 0 03 Sep 2020
Towards Guidelines for Assessing Qualities of Machine Learning Systems Julien Siebert Lisa Joeckel J. Heidrich K. Nakamichi Kyoko Ohashi I. Namba Rieko Yamamoto M. Aoyama 28 47 0 25 Aug 2020
Synergy between Machine/Deep Learning and Software Engineering: How Far Are We? Simin Wang LiGuo Huang Jidong Ge Tengfei Zhang Haitao Feng Ming Li He Zhang Vincent Ng AI4CE 12 7 0 12 Aug 2020
On the Generalizability of Neural Program Models with respect to Semantic-Preserving Program Transformations Md Rafiqul Islam Rabin Nghi D. Q. Bui Ke Wang Yijun Yu Lingxiao Jiang Mohammad Amin Alipour 30 90 0 31 Jul 2020
Opening the Software Engineering Toolbox for the Assessment of Trustworthy AI M. K. Ahuja M. Belaid Pierre Bernabé Mathieu Collet A. Gotlieb Chhagan Lal D. Marijan S. Sen Aizaz Sharif Helge Spieker 11 9 0 14 Jul 2020
Not Your Grandfathers Test Set: Reducing Labeling Effort for Testing B. Taskazan Jirí Navrátil Matthew Arnold Anupama Murthi Ganesh Venkataraman Benjamin Elder VLM 14 2 0 10 Jul 2020