no code implementations • 11 Apr 2024 • Xinyu Chen, Lin Li, Rui Zhang, Peng Liang
Public Code Review (PCR) can be implemented through a Software Question Answering (SQA) community, which facilitates high knowledge dissemination.
no code implementations • 29 Jan 2024 • Jiaxin Yu, Peng Liang, Yujia Fu, Amjed Tahir, Mojtaba Shahin, Chong Wang, Yangxiao Cai
To explore the challenges of applying LLMs in practical code review for security defect detection, this study compared the detection performance of three state-of-the-art LLMs (Gemini Pro, GPT-4, and GPT-3. 5) under five prompts on 549 code files that contain security defects from real-world code reviews.
no code implementations • 25 Jan 2024 • Beiqi Zhang, Peng Liang, Qiong Feng, Yujia Fu, Zengyang Li
The results show that 8 out of 10 types of Python smells can be detected in Copilot-generated Python code, among which Multiply-Nested Container is the most common one.
no code implementations • 16 Jan 2024 • Ali Rezaei Nasab, Maedeh Dashti, Mojtaba Shahin, Mansooreh Zahedi, Hourieh Khalajzadeh, Chetan Arora, Peng Liang
Finally, the manual analysis of 2, 248 app owners' responses to the fairness reviews identified six root causes (e. g., 'copyright issues') that app owners report to justify fairness concerns.
1 code implementation • 8 Jan 2024 • Chen Yang, Peng Liang, Zinan Ma
To overcome the issues of manually identifying assumptions in DL framework development, we constructed a new and largest dataset (i. e., AssuEval) of assumptions collected from the TensorFlow and Keras repositories on GitHub; explored the performance of seven traditional machine learning models (e. g., Support Vector Machine, Classification and Regression Trees), a popular DL model (i. e., ALBERT), and a large language model (i. e., ChatGPT) of identifying assumptions on the AssuEval dataset.
1 code implementation • 4 Apr 2023 • Wencong Wu, Shicheng Liao, Guannan Lv, Peng Liang, Yungang Zhang
The proposed DCBDNet consists of a noise estimation network and a dual convolutional neural network (CNN).
1 code implementation • 4 Apr 2023 • Wencong Wu, Guannan Lv, Yingying Duan, Peng Liang, Yungang Zhang, Yuelong Xia
In this paper, we present a new dual convolutional neural network (CNN) with attention for image blind denoising, named as the DCANet.
no code implementations • 5 Mar 2023 • Zengyang Li, Sicheng Wang, Wenshuo Wang, Peng Liang, Ran Mo, Bing Li
Third, we found that 28. 6%, 31. 4%, and 16. 0% of bugs in MXNet, PyTorch, and TensorFlow are MPL bugs, respectively; the PL combination of Python and C/C++ is most used in fixing more than 92% MPL bugs in all DLFs.
1 code implementation • 26 Feb 2023 • Aakash Ahmad, Muhammad Waseem, Peng Liang, Mahdi Fehmideh, Mst Shamima Aktar, Tommi Mikkonen
Architecting software-intensive systems can be a complex process.
no code implementations • 12 Sep 2021 • Arif Ali Khan, Sher Badshah, Peng Liang, Bilal Khan, Muhammad Waseem, Mahmood Niazi, Muhammad Azeem Akbar
Ethics in AI becomes a global topic of interest for both policymakers and academic researchers.