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With the boom of edge intelligence, its vulnerability to adversarial attacks becomes an urgent problem. The so-called adversarial example can fool a deep learning model on the edge node to misclassify. Due to the property of…

Cryptography and Security · Computer Science 2020-11-26 Yaguan Qian , Qiqi Shao , Jiamin Wang , Xiang Lin , Yankai Guo , Zhaoquan Gu , Bin Wang , Chunming Wu

Communication protocol security is among the most significant challenges of the Internet of Things (IoT) due to the wide variety of hardware and software technologies involved. Moving target defense (MTD) has been adopted as an innovative…

Cryptography and Security · Computer Science 2021-10-11 Yongsheng Mei , Kailash Gogineni , Tian Lan , Guru Venkataramani

Cyber-physical microgrids are vulnerable to stealth attacks that can degrade their stability and operability by performing low-magnitude manipulations in a coordinated manner. This paper formulates the interactions between CSAs and…

Systems and Control · Electrical Eng. & Systems 2023-07-26 Suman Rath , Subham Sahoo , Shamik Sengupta

Collaboration opportunities for devices are facilitated with Federated Learning (FL). Edge computing facilitates aggregation at edge and reduces latency. To deal with model poisoning attacks, model-based outlier detection mechanisms may not…

Networking and Internet Architecture · Computer Science 2025-09-16 Somayeh Kianpisheh , Tarik Taleb , Jari Iinatti , JaeSeung Song

We consider a cloud based multiserver system consisting of a set of replica application servers behind a set of proxy (indirection) servers which interact directly with clients over the Internet. We study a proactive moving-target defense…

Cryptography and Security · Computer Science 2018-04-27 Neda Nasiriani , Yuquan Shan , George Kesidis , Takis Konstantopoulos , Daniel Fleck , Angelos Stavrou

Designing effective defense against adversarial attacks is a crucial topic as deep neural networks have been proliferated rapidly in many security-critical domains such as malware detection and self-driving cars. Conventional defense…

Machine Learning · Computer Science 2020-02-21 Xiao Wang , Siyue Wang , Pin-Yu Chen , Xue Lin , Peter Chin

Autonomous UAV navigation using reinforcement learning (RL) is vulnerable to adversarial attacks that manipulate sensor inputs, potentially leading to unsafe behavior and mission failure. Although robust RL methods provide partial…

Machine Learning · Computer Science 2025-12-16 Deepak Kumar Panda , Weisi Guo

This paper studies the deployment of joint moving target defense (MTD) and deception against multi-stage cyberattacks. Given the system equipped with MTD that randomizes between different configurations, we investigate how to allocate a…

Cryptography and Security · Computer Science 2022-10-17 Lening Li , Haoxiang Ma , Shuo Han , Jie Fu

Deep learning based visual sensing has achieved attractive accuracy but is shown vulnerable to adversarial example attacks. Specifically, once the attackers obtain the deep model, they can construct adversarial examples to mislead the model…

Computer Vision and Pattern Recognition · Computer Science 2019-05-31 Qun Song , Zhenyu Yan , Rui Tan

Denial of Service (DoS) and Distributed Denial of Service (DDoS) attacks have emerged as a popular means of causing collection particular overhaul disruptions, often for total periods of instance. The relative ease and low costs of…

Cryptography and Security · Computer Science 2013-02-22 Saravanan Kumarasamy , Dr. R. Asokan

Over the years, most research towards defenses against adversarial attacks on machine learning models has been in the image recognition domain. The ML-based malware detection domain has received less attention despite its importance.…

Machine Learning · Computer Science 2023-04-25 Aqib Rashid , Jose Such

The field of cybersecurity has mostly been a cat-and-mouse game with the discovery of new attacks leading the way. To take away an attacker's advantage of reconnaissance, researchers have proposed proactive defense methods such as Moving…

Computer Science and Game Theory · Computer Science 2020-07-22 Sailik Sengupta , Subbarao Kambhampati

Moving Target Defense (MTD) is commonly formulated as a repeated security game to mitigate persistent threats. Although the strong Stackelberg equilibrium (SSE) characterizes the defender's optimal strategy in the leader-follower framework,…

Computer Science and Game Theory · Computer Science 2026-05-11 Zhaoyang Cheng , Guanpu Chen , Yiguang Hong , Ming Cao , Mikael Skoglund

The distributed denial of service (DDoS) attack is detrimental to businesses and individuals as people are heavily relying on the Internet. Due to remarkable profits, crackers favor DDoS as cybersecurity weapons to attack a victim. Even…

Cryptography and Security · Computer Science 2021-07-06 Jianhua Li , Ximeng Liu , Jiong JIn , Shui Yu

The wireless ad hoc networks are highly vulnerable to distributed denial of service(DDoS) attacks because of its unique characteristics such as open network architecture, shared wireless medium and stringent resource constraints. These…

Cryptography and Security · Computer Science 2011-06-08 S. A. Arunmozhi , Y. Venkataramani

Present attack methods can make state-of-the-art classification systems based on deep neural networks misclassify every adversarially modified test example. The design of general defense strategies against a wide range of such attacks still…

Machine Learning · Computer Science 2019-08-06 Sailik Sengupta , Tathagata Chakraborti , Subbarao Kambhampati

A new variant of the DDoS attack, called Economic Denial of Sustainability attack has emerged. Since the cloud service is based on the pay-per-use model, the EDoS attack endeavors to scale up the resource usage over time to the point the…

Cryptography and Security · Computer Science 2019-06-12 Parminder Singh , Shafiq Ul Rehman , Selvakumar Manickam

The distributed denial of service (DDoS) attack is detrimental to businesses and individuals as we are heavily relying on the Internet. Due to remarkable profits, crackers favor DDoS as cybersecurity weapons in attacking servers, computers,…

Cryptography and Security · Computer Science 2021-04-02 Jianhua Li , Ximeng Liu , Jiong Jin , Shui Yu

A model of strategy formulation is used to study how an adaptive attacker learns to overcome a moving target cyber defense. The attacker-defender interaction is modeled as a game in which a defender deploys a temporal platform migration…

Cryptography and Security · Computer Science 2014-08-19 M. L. Winterrose , K. M. Carter , N. Wagner , W. W. Streilein

The threats posed by evolving cyberattacks have led to increased research related to software systems that can self-protect. One topic in this domain is Moving Target Defense (MTD), which changes software characteristics in the protected…

Software Engineering · Computer Science 2023-08-10 Ryan Liu , Ladan Tahvildari