CICI: SSC: SciTrust: Enhancing Security for Modern Software Programming Cyberinfrastructure
CICI: SSC: SciTrust: Enhancing Security for Modern Software Programming Cyberinfrastructure
批准号:
1940855
负责人:
Yanfang Ye
金额:
$63.37万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-06-05 至 2022-03-31
中文摘要
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英文摘要
Software plays a vital role supporting scientific communities. Modern software programming cyberinfrastructure (CI), consisting of online discussion platforms (such as Stack Overflow) and social coding repositories (such as Github), offers an open-source and collaborative environment for distributed scientific communities to expedite the process of software development. Within the ecosystem, researchers and developers can reuse code snippets and libraries, or adapt existing ready-to-use software to solve their own problems. Despite the apparent benefits of this new social coding paradigm, its potential security-related risks have been largely overlooked; insecure or malicious codes could be easily embedded and distributed, which could severely damage the scientific credibility of CI. Therefore, there is an urgent need for developing scalable techniques and tools to automatically detect these open-source insecure or malicious codes. To address this issue, this proposed project seeks to explore innovative links between Artificial Intelligence (AI) and cybersecurity to enhance the security of modern software programming CI. The key components of the proposed research are three-fold: (1) a novel AI-based solution (iTrustSO) utilizing social coding properties is developed to automatically identify suspicious insecure code snippets on Stack Overflow; (2) a cross-platform model is constructed to represent the complex interplay between GitHub and Stack Overflow; deep learning techniques are then utilized to build a predictive model (iTrustGH) for automatic detection of malicious codes on GitHub; and (3) a user-friendly tool (SciTrust) is developed to enhance code security for software development. The broader impacts of this work include benefits to scientific communities and the whole society by promoting the efficiency of cyber-enabled software development without sacrificing the security. The establishment of a Cybersecurity Lab through this project enhances the education and workforce training in cybersecurity. The project integrates research with education through curriculum development and student mentoring activities for the newly-established cybersecurity degree program. It is also expected to increase the participation of underrepresented groups including minority and women.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(31)
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DOI:
10.1109/tci.2020.2999819
发表时间:
2019-11
期刊:
IEEE Transactions on Computational Imaging
影响因子:
5.4
作者:
[Xuan Xu;Yanfang Ye;Xin Li]
通讯作者:
Xuan Xu;Yanfang Ye;Xin Li
DOI:
--
发表时间:
2021
期刊:
4th Workshop on Heterogeneous Information Network Analysis and Applications (HENA
影响因子:
--
作者:
[Chen, Lingwei, Hou, Shifu, Ye, Yanfang, Xu, Shouhuai]
通讯作者:
Xu, Shouhuai
DOI:
10.1109/tcsvt.2020.3044986
发表时间:
2020-05
期刊:
IEEE Transactions on Circuits and Systems for Video Technology
影响因子:
8.4
作者:
[Shan Jia;Xin Li;Chuanbo Hu;G. Guo;Zhengquan Xu]
通讯作者:
Shan Jia;Xin Li;Chuanbo Hu;G. Guo;Zhengquan Xu
DOI:
--
发表时间:
2020
期刊:
29th International Joint Conference on Artificial Intelligence (IJCAI
影响因子:
--
作者:
[Zhao, Jianan, Wang, Xiao, Shi, Chuan, Liu, Zekuan, Ye, Yanfang.]
通讯作者:
Ye, Yanfang.
DOI:
10.1145/3357384.3357876
发表时间:
2019-11
期刊:
Proceedings of the 28th ACM International Conference on Information and Knowledge Management
影响因子:
--
作者:
[Yiming Zhang;Yujie Fan;Yanfang Ye;Liang Zhao;C. Shi]
通讯作者:
Yiming Zhang;Yujie Fan;Yanfang Ye;Liang Zhao;C. Shi
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