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A Systematic Literature Review on Explainability for Machine/Deep Learning-based Software Engineering Research

A Systematic Literature Review on Explainability for Machine/Deep Learning-based Software Engineering Research

26 January 2024
Sicong Cao
Xiaobing Sun
Ratnadira Widyasari
David Lo
Xiaoxue Wu
Lili Bo
Jiale Zhang
Bin Li
Wei Liu
Di Wu
Yixin Chen
ArXivPDFHTML

Papers citing "A Systematic Literature Review on Explainability for Machine/Deep Learning-based Software Engineering Research"

6 / 6 papers shown
Title
A Systematic Literature Review on the Use of Machine Learning in
  Software Engineering
A Systematic Literature Review on the Use of Machine Learning in Software Engineering
Nyaga Fred
I. O. Temkin
60
0
0
19 Jun 2024
Explainable AI for Android Malware Detection: Towards Understanding Why
  the Models Perform So Well?
Explainable AI for Android Malware Detection: Towards Understanding Why the Models Perform So Well?
Yue Liu
C. Tantithamthavorn
Li Li
Yepang Liu
37
29
0
02 Sep 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for
  Code Understanding and Generation
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
Yue Wang
Weishi Wang
Shafiq R. Joty
S. Hoi
235
1,489
0
02 Sep 2021
CURE: Code-Aware Neural Machine Translation for Automatic Program Repair
CURE: Code-Aware Neural Machine Translation for Automatic Program Repair
Nan Jiang
Thibaud Lutellier
Lin Tan
NAI
150
289
0
26 Feb 2021
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding
  and Generation
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
Shuai Lu
Daya Guo
Shuo Ren
Junjie Huang
Alexey Svyatkovskiy
...
Nan Duan
Neel Sundaresan
Shao Kun Deng
Shengyu Fu
Shujie Liu
ELM
198
1,105
0
09 Feb 2021
Towards A Rigorous Science of Interpretable Machine Learning
Towards A Rigorous Science of Interpretable Machine Learning
Finale Doshi-Velez
Been Kim
XAI
FaML
251
3,683
0
28 Feb 2017
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