no code implementations • 29 Apr 2025 • Xiyu Zhou, Ruiyin Li, Peng Liang, Beiqi Zhang, Mojtaba Shahin, Zengyang Li, Chen Yang
Then, we selected five LLMs to generate DR for the architecture decisions with three prompting strategies, including zero-shot, chain of thought (CoT), and LLM-based agents.
no code implementations • 23 Apr 2025 • Syed Mohammad Kashif, Peng Liang, Amjed Tahir
The reasons for self-declaring AI-generated code include the need to track and monitor the code for future review and debugging, and ethical considerations.
1 code implementation • 5 Dec 2024 • Qiong Feng, Xiaotian Ma, Jiayi Sheng, Ziyuan Feng, Wei Song, Peng Liang
The results show that while issue content is particularly effective in assisting LLMs with fault localization and program repair, different types of software artifacts complement each other.
1 code implementation • 29 Oct 2024 • Lin Li, Xinchun Yu, Xinyu Chen, Peng Liang
Public Code Review (PCR) is an assistant to the internal code review of the development team, in the form of a public Software Question Answering (SQA) community, to help developers access high-quality and efficient review services.
1 code implementation • 25 Sep 2024 • Yangxiao Cai, Peng Liang, Yifei Wang, Zengyang Li, Mojtaba Shahin
To fill this research gap, we conducted an empirical study to understand the issues that practitioners encounter when developing and using LLM open-source software, the possible causes of these issues, and potential solutions.
1 code implementation • Multimedia Systems 2024 • Wencong Wu, Guannan Lv, Yingying Duan, Peng Liang, Yungang Zhang, Yuelong Xia
To the best of our knowledge, the proposed DCANet is the first work that integrates both the dual CNN and attention mechanism for image denoising.
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
Security code review is a time-consuming and labor-intensive process typically requiring integration with automated security defect detection tools.
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 code 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
Our research focuses on AI-based mobile app reviews as the chance of unfair behaviors and outcomes in AI-based mobile apps may be higher than in non-AI-based apps.
1 code implementation • 8 Jan 2024 • Chen Yang, Peng Liang, Zinan Ma
Then we explored the performance of seven non-transformers based models (e. g., Support Vector Machine, Classification and Regression Trees), the ALBERT model, and three decoder-only models (i. e., ChatGPT, Claude, and Gemini) for 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).
no code implementations • 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.