2021 International Conference on Advanced Computing and Endogenous Security最新文献_第2页

Ensemble Learning Methods of Adversarial Attacks and Defenses in Computer Vision: Recent Progress 计算机视觉中对抗性攻击和防御的集成学习方法:最新进展

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013347

Zhiping Lu, Hongchao Hu, Shumin Huo, Shuyi Li

{"title":"Ensemble Learning Methods of Adversarial Attacks and Defenses in Computer Vision: Recent Progress","authors":"Zhiping Lu, Hongchao Hu, Shumin Huo, Shuyi Li","doi":"10.1109/IEEECONF52377.2022.10013347","DOIUrl":"https://doi.org/10.1109/IEEECONF52377.2022.10013347","url":null,"abstract":"Artificial intelligence (AI) has developed rapidly in recent decades and is widely used in many fields, such as natural language processing, voice recognition, and especially computer vision (CV). However, the endogenous security problems brought by the AI model itself, leading to the emergence of adversarial examples (AEs), which can fool the AI models and cause a serious impact on the classification. In recent years, researches show that ensemble learning methods are effective both in generating or detecting AEs. By integrating to generate AEs, the attackers can implement stronger and good transferability attacks to the target models. On the other hand, ensemble learning methods can also be used in defenses that can improve the robustness against AEs. In this paper, we focus on the ensemble learning methods in the CV field, and first introduce the classic adversarial attack and defense technologies. Then, we survey the ensemble learning methods in the adversarial environment and divide them into three types of frameworks (i.e., parallel, sequential, and hybrid). To the best of our knowledge, we are the first to analyze the recent proposed attacks and defenses in the adversarial environment from the perspective of these ensemble frameworks. Additionally, we summarize the advantages and disadvantages of these ensemble methods and frameworks. In the end, we give some suggestions for using ensemble frameworks, and we put forward several opinions from the aspects of attacks, defenses, and evaluations for future research directions in this field.","PeriodicalId":193681,"journal":{"name":"2021 International Conference on Advanced Computing and Endogenous Security","volume":"23 6","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114126215","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}

引用次数: 2

Secret Key Generation Using Polar Code-Based Reconciliation Method in 5G 5G中基于极性码调和方法的密钥生成

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013106

Jingnuo Peng, Kaizhi Huang, Shuaifang Xiao, Qian Han

引用次数: 0

UP-SSO: Enhancing the User Privacy of SSO by Integrating PPID and SGX UP-SSO:通过集成PPID和SGX增强SSO的用户隐私

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013340

Chengqian Guo, Fan Lang, Qiongxiao Wang, Jingqiang Lin

{"title":"UP-SSO: Enhancing the User Privacy of SSO by Integrating PPID and SGX","authors":"Chengqian Guo, Fan Lang, Qiongxiao Wang, Jingqiang Lin","doi":"10.1109/IEEECONF52377.2022.10013340","DOIUrl":"https://doi.org/10.1109/IEEECONF52377.2022.10013340","url":null,"abstract":"Single sign-on (SSO) services are widely deployed on the Internet as the identity management and authentication infrastructure. In an SSO system, after authenticated by the identity providers (IdPs), a user is allowed to log into relying parties (RPs) by submitting an identity proof. However, SSO introduces the potential leakage of user privacy, which is indicated by NIST. That is (a) a curious IdP could track a user's all visits to any RPs and (b) collusive RPs could link the user's identities across different RPs, to learn the user's activity profile. NIST suggests that the Pairwise Pseudonymous Identifier (PPID) should be adopted to prevent collusive RPs from linking the same user, as PPID mechanism enables an IdP to provide a user with multiple individual IDs for different RPs. However, PPID mechanism cannot protect users from IdP's tracking, as it still exposes RP identity to IdP. In this paper, we propose an SSO system, named UP-SSO, providing the enhanced PPID mechanism to protect a user's profile of RP visits from both the curious IdP and the collusive RPs by integrating PPID and SGX. It separates an IdP service into two parts, the server-side service and user-side service. The generation of PPID is shifted from IdP server to user client, so that IdP server no longer needs to learn RP ID. The integrity of user client can be verified by IdP through remote attestation. The detailed design of UP-SSO is described in this paper, and the systemic analysis is provided to guarantee its security. We implemented the prototype system of UP-SSO, and the evaluation of the prototype system shows the overhead is modest.","PeriodicalId":193681,"journal":{"name":"2021 International Conference on Advanced Computing and Endogenous Security","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126064107","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}

引用次数: 0

Encryption Source Normalization Method for Mimic System 模拟系统的加密源规范化方法

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013103

Delei Nie, Hong Yu

引用次数: 0

Performance Analysis of Sparse Vector Coding over $kappa-mu$ Fading Channel $kappa-mu$衰落信道稀疏矢量编码性能分析

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013098

Jingjing Guo, Xuewan Zhang, Li You, Xiaoming Xu, Di Zhang

引用次数: 0

A programmable data plane that supports definable computing 支持可定义计算的可编程数据平面

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013327

Zeying Liu, Pengshuai Cui, Yuxiang Hu, Yongji Dong, Kaifei Tang, Lei Xue

引用次数: 1

A Review on Key Mechanisms of Time-Sensitive Networking 时间敏感网络关键机制研究进展

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013335

Jinchuan Pei, Yuxiang Hu, L. Tian

引用次数: 0

SoK: A Survey on Redundant Execution Technology 冗余执行技术综述

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013333

Zijing Liu, Zheng Zhang, Ruicheng Xi, Pengzhe Zhu, Bolin Ma

{"title":"SoK: A Survey on Redundant Execution Technology","authors":"Zijing Liu, Zheng Zhang, Ruicheng Xi, Pengzhe Zhu, Bolin Ma","doi":"10.1109/IEEECONF52377.2022.10013333","DOIUrl":"https://doi.org/10.1109/IEEECONF52377.2022.10013333","url":null,"abstract":"Redundant execution technology is one of the effective ways to improve the safety and reliability of computer systems. By rationally configuring redundant resources, adding components with the same function, using the determined redundant execution logic to coordinate and efficiently execute synchronously can effectively ensure high availability of the machine and system. Fault-tolerant is based on redundant execution, which is the primary method of dealing with system hardware failures. Recently, multi-threading redundancy has realized the continuous development of fault-tolerant technology, which makes the processing granularity of the system tolerate random failure factors gradually reduced. At the same time, intrusion tolerant technology has also been continuously developed with the emergence of multi-variant execution technology. It mainly uses the idea of dynamic heterogeneous redundancy to construct a set of variants with equivalent functions and different structures to complete the detection and processing of threats outside the system. We summarize the critical technologies of redundant execution to achieve fault tolerance and intrusion tolerance in recent years, sorts out the role of redundant execution in the development process from fault tolerance technology to intrusion tolerance technology, classify redundant execution technologies at different levels, finally point out the development prospects of redundant execution technology in multiple application fields and future technical research directions.","PeriodicalId":193681,"journal":{"name":"2021 International Conference on Advanced Computing and Endogenous Security","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129771026","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}

引用次数: 0

Performance Modeling Based on GSPN and Markov for Cyberspace Mimic Defense System 基于GSPN和Markov的网络空间模拟防御系统性能建模

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013354

Quan Ren, Jiangxing Wu, Zhiyong Sun, Lei He, Bolin Ma, Yuliang Hu

引用次数: 0

Application of Artificial Intelligence Technology in Honeypot Technology 人工智能技术在蜜罐技术中的应用

2021 International Conference on Advanced Computing and Endogenous Security Pub Date : 2022-04-21 DOI: 10.1109/IEEECONF52377.2022.10013349

Chongxin Sun, Youjun Bu, Bo Chen, Desheng Zhang, Zhonglei Chen, Xiangyu Lu, Surong Zhang, Jia Sun

引用次数: 1