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Deep neural networks (DNN) are known to be vulnerable to adversarial attacks. Numerous efforts either try to patch weaknesses in trained models, or try to make it difficult or costly to compute adversarial examples that exploit them. In our…

Machine Learning · Computer Science 2020-12-01 Shawn Shan , Emily Wenger , Bolun Wang , Bo Li , Haitao Zheng , Ben Y. Zhao

"Honeywords" have emerged as a promising defense mechanism for detecting data breaches and foiling offline dictionary attacks (ODA) by deceiving attackers with false passwords. In this paper, we propose PassFilter, a novel deep learning…

Cryptography and Security · Computer Science 2024-07-25 Jimmy Dani , Brandon McCulloh , Nitesh Saxena

Over the years, honeypots emerged as an important security tool to understand attacker intent and deceive attackers to spend time and resources. Recently, honeypots are being deployed for Internet of things (IoT) devices to lure attackers,…

Cryptography and Security · Computer Science 2023-05-02 Joseph Bao , Murat Kantarcioglu , Yevgeniy Vorobeychik , Charles Kamhoua

In the field of network security, the concept of honeypots is well established in research as well as in production. Honeypots are used to imitate a legitimate target on the network and to raise an alert on any interaction. This does not…

Cryptography and Security · Computer Science 2021-04-09 Daniel Reti , Norman Becker

Decoy passwords, or "honeywords," planted in a credential database can alert a site to its breach if ever submitted in a login attempt. To be effective, some honeywords must appear at least as likely to be user-chosen passwords as the real…

Cryptography and Security · Computer Science 2023-11-22 Ke Coby Wang , Michael K. Reiter

Historically, enterprise network reconnaissance is an active process, often involving port scanning. However, as routers and switches become more complex, they also become more susceptible to compromise. From this vantage point, an attacker…

Cryptography and Security · Computer Science 2020-08-10 Iffat Anjum , Mu Zhu , Isaac Polinsky , William Enck , Michael K. Reiter , Munindar Singh

Most past work on social network link fraud detection tries to separate genuine users from fraudsters, implicitly assuming that there is only one type of fraudulent behavior. But is this assumption true? And, in either case, what are the…

Social and Information Networks · Computer Science 2017-09-12 Neil Shah , Hemank Lamba , Alex Beutel , Christos Faloutsos

Since honeypots first appeared as an advanced network security concept they suffer from poor deployment and maintenance strategies. State-of-the-Art deployment is a manual process in which the honeypot needs to be configured and maintained…

Cryptography and Security · Computer Science 2021-11-09 Daniel Fraunholz , Marc Zimmermann , Hans D. Schotten

Defending against sophisticated cyber threats demands strategic allocation of limited security resources across complex network infrastructures. When the defender has limited defensive resources, the complexity of coordinating honeypot…

Computer Science and Game Theory · Computer Science 2025-05-23 Dongyoung Park , Gaby G. Dagher

This paper addresses the challenge of enhancing cybersecurity in Blockchain-based Internet of Things (BIoTs) systems, which are increasingly vulnerable to sophisticated cyberattacks. It introduces an AI-powered system model for the dynamic…

Cryptography and Security · Computer Science 2025-05-06 Daniel Commey , Sena Hounsinou , Garth V. Crosby

Honeypots are a well-studied defensive measure in network security. This work proposes an effective low-cost honeypot that is easy to deploy and maintain. The honeypot introduced in this work is able to handle commands in a non-standard way…

Cryptography and Security · Computer Science 2021-01-07 Daniel Schneider , Daniel Fraunholz , Daniel Krohmer

Today, internet and web services have become an inseparable part of our lives. Hence, ensuring continuous availability of service has become imperative to the success of any organization. But these services are often hampered by constant…

Cryptography and Security · Computer Science 2015-08-21 Hrishikesh Arun Deshpande

In recent years, the emerging Internet-of-Things (IoT) has led to rising concerns about the security of networked embedded devices. In this work, we focus on the adaptation of Honeypots for improving the security of IoTs. Low-interaction…

Cryptography and Security · Computer Science 2017-01-13 Juan Guarnizo , Amit Tambe , Suman Sankar Bhunia , Martín Ochoa , Nils Tippenhauer , Asaf Shabtai , Yuval Elovici

A new method to generate gummy fingers is presented. A medium-size fake fingerprint database is described and two different fingerprint verification systems are evaluated on it. Three different scenarios are considered in the experiments,…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Javier Galbally , Julian Fierrez-Aguilar , Joaquin Rodriguez-Gonzalez , Fernando Alonso-Fernandez , Javier Ortega-Garcia , Marino Tapiador

Honeypots, as a strategic cyber-deception mechanism designed to emulate authentic interactions and bait unauthorized entities, often struggle with balancing flexibility, interaction depth, and deception. They typically fail to adapt to…

Cryptography and Security · Computer Science 2025-02-18 Ziyang Wang , Jianzhou You , Haining Wang , Tianwei Yuan , Shichao Lv , Yang Wang , Limin Sun

Attacks by Advanced Persistent Threats (APTs) have been shown to be difficult to detect using traditional signature- and anomaly-based intrusion detection approaches. Deception techniques such as decoy objects, often called honey items, may…

Cryptography and Security · Computer Science 2020-07-28 Joel Chacon , Sean McKeown , Richard Macfarlane

VPN adoption has seen steady growth over the past decade due to increased public awareness of privacy and surveillance threats. In response, certain governments are attempting to restrict VPN access by identifying connections using "dual…

Cryptography and Security · Computer Science 2024-03-08 Diwen Xue , Reethika Ramesh , Arham Jain , Michalis Kallitsis , J. Alex Halderman , Jedidiah R. Crandall , Roya Ensafi

We hypothesize that peer-to-peer (P2P) overlay network nodes can be attractive to attackers due to their visibility, sustained uptime, and resource potential. Towards validating this hypothesis, we investigate the state of active…

Cryptography and Security · Computer Science 2024-11-28 Scott Seidenberger , Anindya Maiti

The Mirai Distributed Denial-of-Service (DDoS) attack exploited security vulnerabilities of Internet-of-Things (IoT) devices and thereby clearly signalled that attackers have IoT on their radar. Securing IoT is therefore imperative, but in…

Networking and Internet Architecture · Computer Science 2018-07-12 Meng Wang , Javier Santillan , Fernando Kuipers

Cyber deception aims to distract, delay, and detect network attackers with fake assets such as honeypots, decoy credentials, or decoy files. However, today, it is difficult for operators to experiment, explore, and evaluate deception…

Cryptography and Security · Computer Science 2025-09-29 Brian Singer , Yusuf Saquib , Lujo Bauer , Vyas Sekar