{"title":"Multi-View Pre-Trained Model for Code Vulnerability Identification","authors":"Xuxia Jiang, Yinhao Xiao, Jun Wang, Wei Zhang","doi":"10.48550/arXiv.2208.05227","DOIUrl":"https://doi.org/10.48550/arXiv.2208.05227","url":null,"abstract":". Vulnerability identification is crucial for cyber security in the software-related industry. Early identification methods require significant manual efforts in crafting features or annotating vulnerable code. Although the recent pre-trained models alleviate this issue, they over-look the multiple rich structural information contained in the code it-self. In this paper, we propose a novel Multi-View Pre-Trained Model (MV-PTM) that encodes both sequential and multi-type structural information of the source code and uses contrastive learning to enhance code representations. The experiments conducted on two public datasets demonstrate the superiority of MV-PTM. In particular, MV-PTM improves GraphCodeBERT by 3.36% on average in terms of F1 score.","PeriodicalId":89308,"journal":{"name":"WASA ... : International Conference on Wireless Algorithms, Systems, and Applications : proceedings. WASA","volume":"10 1","pages":"127-135"},"PeriodicalIF":0.0,"publicationDate":"2022-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81814012","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xiugui Yang, X. Qian, Rui Zhang, Ning Huang, Hui Xia
{"title":"Low-Poisoning Rate Invisible Backdoor Attack Based on Important Neurons","authors":"Xiugui Yang, X. Qian, Rui Zhang, Ning Huang, Hui Xia","doi":"10.1007/978-3-031-19214-2_31","DOIUrl":"https://doi.org/10.1007/978-3-031-19214-2_31","url":null,"abstract":"","PeriodicalId":89308,"journal":{"name":"WASA ... : International Conference on Wireless Algorithms, Systems, and Applications : proceedings. WASA","volume":"23 1","pages":"375-383"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74680196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jinxin Yu, Changyan Yi, T. Zhang, Fang Zhu, Jun Cai
{"title":"A Time Utility Function Driven Scheduling Scheme for Managing Mixed-Criticality Traffic in TSN","authors":"Jinxin Yu, Changyan Yi, T. Zhang, Fang Zhu, Jun Cai","doi":"10.1007/978-3-031-19211-1_2","DOIUrl":"https://doi.org/10.1007/978-3-031-19211-1_2","url":null,"abstract":"","PeriodicalId":89308,"journal":{"name":"WASA ... : International Conference on Wireless Algorithms, Systems, and Applications : proceedings. WASA","volume":"5 1","pages":"20-28"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75390840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Enhancing Efficiency and Quality of Image Caption Generation with CARU","authors":"Xuefei Huang, Wei Ke, Hao Sheng","doi":"10.1007/978-3-031-19214-2_38","DOIUrl":"https://doi.org/10.1007/978-3-031-19214-2_38","url":null,"abstract":"","PeriodicalId":89308,"journal":{"name":"WASA ... : International Conference on Wireless Algorithms, Systems, and Applications : proceedings. WASA","volume":"41 1","pages":"450-459"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84368653","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}