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We introduce scheming honeypot evaluations, a framework for testing whether models will pursue instrumental goals if given the opportunity. Our scheming honeypot evaluations take the form of coding tasks in Google's alignment research…

Machine Learning · Computer Science 2026-05-29 Victoria Krakovna , David Lindner , Lewis Ho , Sebastian Farquhar , Rohin Shah

Honeypots are used in IT Security to detect and gather information about ongoing intrusions, e.g., by documenting the approach of an attacker. Honeypots do so by presenting an interactive system that seems just like a valid application to…

Cryptography and Security · Computer Science 2015-07-14 Christoph Pohl , Michael Meier , Hans-Joachim Hof

In this paper, we revisit the use of honeypots for detecting reflective amplification attacks. These measurement tools require careful design of both data collection and data analysis including cautious threshold inference. We survey common…

Cryptography and Security · Computer Science 2024-05-07 Marcin Nawrocki , John Kristoff , Raphael Hiesgen , Chris Kanich , Thomas C. Schmidt , Matthias Wählisch

Network infrastructure in a production environment is increasingly targeted by attackers every day. Many resources and services now rely on the internet, making network infrastructure one of the most critical parts to protect, as it hosts…

Networking and Internet Architecture · Computer Science 2025-12-09 Nawshad Ahmed Evan , Md Raihan Uddin

The continued digitization of societal processes translates into a proliferation of time series data that cover applications such as fraud detection, intrusion detection, and energy management, where anomaly detection is often essential to…

Introduction: Taxonomies capture knowledge about a particular domain in a succinct manner and establish a common understanding among peers. Researchers use taxonomies to convey information about a particular knowledge area or to support…

Software Engineering · Computer Science 2024-03-06 Michael Unterkalmsteiner , Waleed Abdeen

In cyberspace, evolutionary strategies are commonly used by both attackers and defenders. For example, an attacker's strategy often changes over the course of time, as new vulnerabilities are discovered and/or mitigated. Similarly, a…

Cryptography and Security · Computer Science 2019-06-14 Jose David Mireles , Eric Ficke , Jin-Hee Cho , Patrick Hurley , Shouhuai Xu

One of the widely used cyber deception techniques is decoying, where defenders create fictitious machines (i.e., honeypots) to lure attackers. Honeypots are deployed to entice attackers, but their effectiveness depends on their…

Cryptography and Security · Computer Science 2021-08-26 Palvi Aggarwal , Yinuo Du , Kuldeep Singh , Cleotilde Gonzalez

Honeypots play a crucial role in implementing various cyber deception techniques as they possess the capability to divert attackers away from valuable assets. Careful strategic placement of honeypots in networks should consider not only…

Computer Science and Game Theory · Computer Science 2023-09-20 Md Abu Sayed , Ahmed H. Anwar , Christopher Kiekintveld , Charles Kamhoua

Recent advances in Internet of Things (IoT) technologies and the reduction in the cost of sensors have encouraged the development of smart environments, such as smart homes. Smart homes can offer home assistance services to improve the…

Human-Computer Interaction · Computer Science 2021-11-09 Damien Bouchabou , Sao Mai Nguyen , Christophe Lohr , Benoit Leduc , Ioannis Kanellos

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

A honeynet is a promising active cyber defense mechanism. It reveals the fundamental Indicators of Compromise (IoCs) by luring attackers to conduct adversarial behaviors in a controlled and monitored environment. The active interaction at…

Cryptography and Security · Computer Science 2019-11-12 Linan Huang , Quanyan Zhu

Fooling adversaries with traps such as honeytokens can slow down cyber attacks and create strong indicators of compromise. Unfortunately, cyber deception techniques are often poorly specified. Also, realistically measuring their…

Cryptography and Security · Computer Science 2024-08-21 Mario Kahlhofer , Stefan Achleitner , Stefan Rass , René Mayrhofer

Modern privacy regulations provide a strict mandate for data processing entities to implement appropriate technical measures to demonstrate compliance. In practice, determining what measures are indeed "appropriate" is not trivial,…

Cryptography and Security · Computer Science 2023-06-28 Oleksandra Klymenko , Stephen Meisenbacher , Florian Matthes

A honeypot, which is a kind of deception strategy, has been widely used for at least 20 years to mitigate cyber threats. Decision-makers have believed that honeypot strategies are intuitive and effective, since honeypots have successfully…

Cryptography and Security · Computer Science 2022-11-01 Suhyeon Lee , Kwangsoo Cho , Seungjoo Kim

Measuring uncertainty is a promising technique for detecting adversarial examples, crafted inputs on which the model predicts an incorrect class with high confidence. But many measures of uncertainty exist, including predictive en- tropy…

Machine Learning · Statistics 2018-03-26 Lewis Smith , Yarin Gal

The increasing use of the Internet of Things raises security concerns. To address this, device fingerprinting is often employed to authenticate devices, detect adversaries, and identify eavesdroppers in an environment. This requires the…

Cryptography and Security · Computer Science 2025-12-23 Justin Feng , Amirmohammad Haddad , Nader Sehatbakhsh

Cybersecurity threats continue to increase, with a growing number of previously unknown attacks each year targeting both large corporations and smaller entities. This scenario demands the implementation of advanced security measures, not…

Cryptography and Security · Computer Science 2025-09-23 Javier Jiménez-Román , Florina Almenares-Mendoza , Alfonso Sánchez-Macián

The Internet of Things (IoT), the Industrial Internet of Things (IIoT), and Cyber-Physical Systems (CPS) have become essential for our daily lives in contexts such as our homes, buildings, cities, health, transportation, manufacturing,…

Cryptography and Security · Computer Science 2021-08-06 Javier Franco , Ahmet Aris , Berk Canberk , A. Selcuk Uluagac

The numbers of the botnet attacks are increasing day by day and the detection of botnet spreading in the network has become very challenging. Bots are having specific characteristics in comparison of normal malware as they are controlled by…

Cryptography and Security · Computer Science 2013-03-14 S. Kumar , R. Sehgal , P. Singh , Ankit Chaudhary