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ECOPY:DATA-FREE MODEL STEALING FOR DEEP NEURAL network

ECOPY:DATA-FREE MODEL STEALING FOR DEEP NEURAL NETWORK

引用

2023 international conference on computer network security and software engineering, cnsse 2023

作者： Qin, Weilun Zhang, Zijiao Xie, Yufei Zhu, Lin School of Cyberspace Security Zhengzhou University Henan Zhengzhou404300 China

ISBN: (数字)9781510666528

ISBN: (纸本)9781510666511

Deep neural networks are widely used increasingly in the real world, such as machine learning as a service (MLaas) which makes the owner of the model can deploy their fully trained model in the cloud for others to use. By paying remuneration and inputting the object into the model, customers can receive the predictions. Unfortunately, these network models are often threatened by model stealing attack. This attack uses the predictive information given by the original model to train a surrogate model with similar functions, so as to achieve the purpose of infringing the intellectual property of the model owner and the white-box adversarial sample attack against the clone model can transfer to the original model to a certain extent, which will result in more far-reaching damage and impact. But the model stealing process is often ineffective because the training data or related agent datasets of the original model cannot be obtained, for such data is often hidden by the model owner due to its privacy. On this basis, the model stealing attack without data has gradually entered people's view. The data generator will generate data to query the model to achieve the purpose of stealing. In this paper, a data-free model stealing attack frame based on gradient prediction and uniform sample generation has been proposed. Experiments show that this method can obtain a high imitation accuracy in a given query cost range. The performance (0.94x-0.99x) of the stand-in model is better than other MS attacks that rely on part of the original data set (such as JBDA, an attack that uses a part of the original data and other synthetic data generated from the original data by Jacobi data enhancement method to train the clone model, clone accuracy 0.13x-0.69x) or rely on the proxy data set (such as KnockoffNets which uses the surrogate data which has the homologous distribution with the original data to train the clone model, clone accuracy 0.52x-0.97x). At the same time, compared with othe

关键词： Deep neural networks

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Research and implementation of urban water supply pipe network management system based on WebGIS

Research and implementation of urban water supply pipe netwo...

引用

2024 international conference on computer network security and software engineering, cnsse 2024

作者： Cai, Xinpei Lin, Sen Cai, Sihan Chen, Yuxuan Ningbo University of Technology Ningbo China Donghai Group Ningbo China

ISBN: (纸本)9781510680234

The urban water supply network affects residents' water use experience and the economic benefits of water supply enterprises, and is an important component of the urban underground pipeline network. With the continuous changes in the pipeline network, the urban water supply network has formed a very complex spatial information system. Due to the difficulty in accurately obtaining information about the water supply network and the traditional manual drawing, manual statistics, and manual analysis management mode which cannot handle the gradually complex information of the network, it is currently very difficult to maintain the network. This article analyzes the current situation of China's urban water supply network. Based on the problems of low information query efficiency and errors in network analysis processes, a water supply network WebGIS management system was developed based on database and GIS technology. The system has a total of 17 functions divided into five modules according to function type: display configuration, data queries, information statistics, network analysis, and map printing. The system uses a spatial database to solve the problem of processing complex network information, and its query function can quickly search for network information. By setting conditions, data filtering can be achieved, greatly improving the efficiency of information retrieval. This system uses GIS technology to visualize the water supply network and provides various click events, making the system interactive and improving the efficiency of information retrieval. In terms of spatial analysis, this article found that the water supply network can be represented by a graph, and algorithms from graph theory can be used to search for pipelines and nodes in the network. Therefore, this system has implemented two major functions of connectivity analysis and valve closing analysis in the network analysis module using Dijkstra's algorithm and breadth-first search algorithm respe

关键词： Water supply

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software defined networking flow admission and routing under minimal security constraints 22

Software defined networking flow admission and routing under...

引用

IEEE 22nd international conference on Trust, security and Privacy in Computing and Communications (TrustCom) / BigDataSE conference / CSE conference / EUC conference / ISCI conference

作者： Lopez, Jorge Chatzinakis, Charalampos Cartigny, Marc Poletti, Claude Airbus Issy Les Moulineaux France

ISBN: (纸本)9798350381993;9798350382006

In recent years, computer networks and telecommunications in general have been shifting paradigms to adopt software-centric approaches. software Defined networking (SDN) is one of such paradigms that centralizes control and intelligent applications can be defined on top of this architecture. In the literature, diverse software-based applications exist, focusing on finding either the shortest paths, balancing the traffic, and others. However, they do not consider the potentially different level of security of links in the network. In this work, we propose an approach for Flow Admission and Routing under Minimal security Constraints (FARSec) in software Defined networks, where network flows must use links which are at least as secure as their required security level. We prove that FARSec can find feasible paths respecting the minimum level of security for each flow. If the latter is not possible FARSec rejects the flow in order not to compromise its security. We show that the computational complexity of the proposed approach is polynomial. Experimental results with semi-random generated graphs confirm the efficiency and correctness of the proposed approach. Finally, we implement the proposed solution using OpenFlow and ONOS - an SDN open-source controller. We validate its functionality using an emulated network with various security levels.

关键词： software Defined networking network Link security Routing Admission Flow security

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Research on network Digital Information security Defense System under computer Big Data Technology

Research on Network Digital Information Security Defense Sys...

引用

2023 IEEE international conference on Sensors, Electronics and computer engineering, ICSECE 2023

作者： Li, Kexin Henan College of Industry & Information Technology Department of Information Engineering Henan Jiaozuo China

ISBN: (纸本)9798350313734

This paper introduces a Web information security protection and Web data mining based on web content data collection, classification, type determination and other functions. The software mainly includes: web text acquisition, text classification, classification decision. Hardware: MFRC500 RF chip, TIMSP430 microprocessor, hardware interface, software interface, etc. In software design, the combination of cryptographic technology and display technology completes the design of network data security password. The scheme uses network-based authentication and secure login, file running based on dual monitoring and document encryption based on Internet. It can effectively prevent the enterprise's internal information leakage and technology theft. © 2023 IEEE.

关键词： software design

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Database programming technology for computer software engineering

Database programming technology for computer software engine...

引用

2022 international conference on computer network security and software engineering, cnsse 2022

作者： Liu, Lei Jiangxi Industry Polytechnic College Jiangxi Nanchang330095 China

ISBN: (纸本)9781510655980

The application of database programming technology in computer software engineering is mainly for the establishment of the database. The first thing is to improve the database system, start from the network operation environment, build a database establishment framework, reduce the database security risks, and strengthen the confidentiality of data files. In this process, the database programming can clarify the performance of the computer software accordingly, carry out the corresponding computer programming work, and can fill the content in the database structure framework to ensure the resistance performance of the computer software. Therefore, programming technology is the key to the coordination function, enabling the implementation of different modules of computer software. © 2022 SPIE.

关键词： Database systems

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Application Research of computer Artificial Intelligence Technology in network security System

Application Research of Computer Artificial Intelligence Tec...

引用

2023 IEEE international conference on Sensors, Electronics and computer engineering, ICSECE 2023

作者： Zhang, Yuxin Tianjin University of Technology Tianjin China

ISBN: (纸本)9798350313734

This paper proposes an intelligent network security defense system based on multi-agent architecture. Objective To prevent network intrusion. First of all, the factors of modern computer network security risk are analyzed comprehensively. Then the introduction of modern network security technology and solutions, intrusion detection technology and other relevant technologies to achieve the design of computer network security defense system under the background of big data era. The network security cooperative defense system (NSCDS), which includes early warning positioning, cooperative security audit and situation assessment, cooperative accident recovery, network camouflage and other functions, is constructed. The relationship of security access control among each level of network architecture is explored, and each entity model is constructed and analyzed. It is found that under the 100 Mbit/s bandwidth of the NSCDS software, the false alarm rate is less than 6% and the false alarm rate is less than 8%. All function modules work stably and properly. © 2023 IEEE.

关键词： network security

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A Survey on security and Challenges in software-Defined networking 10

A Survey on Security and Challenges in Software-Defined Netw...

引用

10th IEEE Uttar Pradesh Section international conference on Electrical, Electronics and computer engineering, UPCON 2023

作者： Abhishek Kaur, Manjot School of Computer Science and Engineering Lovely Professional University Punjab Phagwara India

ISBN: (纸本)9798350382471

The fast-evolving trends in communication and information technology, such as cloud, mobile, and big data, are posing new challenges for the future of the Internet. For these challenges, ubiquity, longer bandwidth, and dynamic management are required. However, conventional methods that rely on manually configuring proprietary devices take a lot of time, are prone to mistakes, and are unable to effectively use physical network infrastructure. In the future, software-defined networking (SDN) has arisen as a potential remedy for addressing these challenges. Two of SDN's distinguishing characteristics are programmability for network application development and decoupling of the control plane from the data plane. As a result, SDN offers increased efficiency, effectiveness, and adaptability to support contemporary network topologies. This paper provides an overview of the latest developments in the SDN research field and discusses some of its potential benefits. © 2023 IEEE.

关键词： Application plane Challenges in SDN Control Plane Data Plane network security OpenFlow security in SDN software Defined networking Topology of SDN

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Research on model validation of routing protocol for UAV swarm cooperative disaster relief system

Research on model validation of routing protocol for UAV swa...

引用

2023 international conference on computer Application and Information security, ICCAIS 2023

作者： Wei, Tonghao Liu, Jie Yang, Fei Han, Wenxing Jiang, Wei School of Computer Science/Software University of South China Hunan Hengyang China Science and Technology on Reactor System Design Technology Laboratory Nuclear Power Institute of China Sichuan Chengdu China

ISBN: (纸本)9781510675032

In recent years, with the continuous expansion of unmanned aerial vehicle (UAV) swarm applications and the rapid development of the UAV self-organizing network system, the related security threats have also increased. In this paper, we conduct the communication model of the UAV swarm cooperative disaster relief system by verifying the security attributes of the UAV swarm cooperative disaster relief system based on the dynamic source routing (DSR) protocol and we also analyze and verify their security attributes. Finally, we propose a novel scheme to model, characterize, and verify the security attributes of the UAV swarm communication networks. It provides a formal analysis and verification method for verifying the security attributes of self-organized network systems, simplifying a series of challenging verification processes that come with demonstrating the security attributes of the system through simulation experiments. © 2024 SPIE.

关键词： Formal verification

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Management and Application of computer software engineering Based On Improved Manta Rays Optimization Algorithm

Management and Application of Computer Software Engineering ...

引用

2023 international conference on Data Science and network security, ICDSNS 2023

作者： Li, Fen Wuhan Qingchuan University Wuhan China

ISBN: (纸本)9798350301595

This paper mainly discusses the management and application of computer software engineering to improve the optimization algorithm of manta rays. With the rapid development of computer science and engineering, more and more software development processes and management methods need to be innovated and optimized. In this context, the improved manta ray optimization algorithm, as a new optimization algorithm, is gradually attracting attention in the field of software engineering management and application. In this paper, the importance of improving manta rays optimization algorithm in software engineering is expounded, and its application practice and research progress in software engineering management and application are deeply analyzed. This paper first introduces the improved manta rays optimization algorithm, and then makes an experiment on the management and application of computer software engineering of the improved manta rays optimization algorithm. The experimental results show that when the test data set size is 500, the scheduling result of the manta rays algorithm before optimization is 20, while the scheduling result after optimization is 16, in contrast, the scheduling result after optimization of other algorithms is 18. Through the discussion of experiments, we hope to deepen people's understanding and application of the improved manta rays optimization algorithm and contribute to the innovation and development of software engineering. © 2023 IEEE.

关键词： Optimization

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Research on Telecommuting security Solution Based on Zero Trust Architecture 1

引用

13th international conference on computer engineering and networks (CENet)

作者： Kou, Wanli Zhou, Huaizhe Du, Jia Natl Univ Def Technol Test Ctr Xian Peoples R China

ISBN: (数字)9789819992478

ISBN: (纸本)9789819992492;9789819992478;9789819992461

With the continuous deepening of information technology construction and the surge in demand for telecommuting, traditional security protection measures are difficult to cope with complex network environments. Solving security issues such as telecommuting based on Zero Trust architecture become a focus of attention. The core of a Zero Trust architecture is "continuous verification, never trust", which means that by default, both internal and external personnel, terminals, and businesses are considered untrustworthy, and their access to the network and business resources will be continuously verified and evaluated. The paper first expounds the historical evolution, basic characteristics, and key technologies of Zero Trust, and then proposes a telecommuting security solution based on Zero Trust architecture. The solution can effectively solve problems such as identity trustworthiness discrimination, device trustworthiness discrimination and behavior trustworthiness discrimination, to achieve secure and reliable business access for telecommuting workers and intelligent terminals. The solution has reference significance for further optimization and implementation of Zero Trust framework in relevant application scenarios.

关键词： Zero trust Telecommuting Dynamic access control software defined perimeter

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