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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

Cyber threats, such as advanced persistent threats (APTs), ransomware, and zero-day exploits, are rapidly evolving and demand improved security measures. Honeypots and honeynets, as deceptive systems, offer valuable insights into attacker…

Cryptography and Security · Computer Science 2023-07-21 Jason M. Pittman , Shaho Alaee

In the field of natural language processing, the prevalent approach involves fine-tuning pretrained language models (PLMs) using local samples. Recent research has exposed the susceptibility of PLMs to backdoor attacks, wherein the…

Machine Learning · Computer Science 2023-10-31 Ruixiang Tang , Jiayi Yuan , Yiming Li , Zirui Liu , Rui Chen , Xia Hu

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

Machine Learning is becoming a pivotal aspect of many systems today, offering newfound performance on classification and prediction tasks, but this rapid integration also comes with new unforeseen vulnerabilities. To harden these systems…

Cryptography and Security · Computer Science 2022-02-22 Ahmed Abdou , Ryan Sheatsley , Yohan Beugin , Tyler Shipp , Patrick McDaniel

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 deception systems that emulate vulnerable services to collect threat intelligence. While deploying many honeypots increases the opportunity to observe attacker behaviour, in practise network and computational resources limit…

Cryptography and Security · Computer Science 2026-03-17 Federico Mirra , Matteo Boffa , Idilio Drago , Danilo Giordano , Marco Mellia

Collecting information about user activity in peer-to-peer systems is a key but challenging task. We describe here a distributed platform for doing so on the eDonkey network, relying on a group of honeypot peers which claim to have certain…

Networking and Internet Architecture · Computer Science 2009-04-22 Oussama Allali , Matthieu Latapy , Clemence Magnien

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

Honeypot is an important cyber defense technique that can expose attackers new attacks. However, the effectiveness of honeypots has not been systematically investigated, beyond the rule of thumb that their effectiveness depends on how they…

Cryptography and Security · Computer Science 2024-01-15 Md Mahabub Uz Zaman , Liangde Tao , Mark Maldonado , Chang Liu , Ahmed Sunny , Shouhuai Xu , Lin Chen

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

Security attacks are growing in an exponential manner and their impact on existing systems is seriously high and can lead to dangerous consequences. However, in order to reduce the effect of these attacks, penetration tests are highly…

Cryptography and Security · Computer Science 2021-03-30 Jean-Paul A. Yaacoub , Hassan N. Noura , Ola Salman , Ali Chehab

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 growing number of Internet of Things (IoT) devices makes it imperative to be aware of the real-world threats they face in terms of cybersecurity. While honeypots have been historically used as decoy devices to help…

Cryptography and Security · Computer Science 2021-12-22 Armin Ziaie Tabari , Xinming Ou , Anoop Singhal

This paper presents an experimental study and the lessons learned from the observation of the attackers when logged on a compromised machine. The results are based on a six months period during which a controlled experiment has been run…

Cryptography and Security · Computer Science 2016-08-14 Eric Alata , Vincent Nicomette , Mohamed Kaâniche , Marc Dacier , Matthieu Herrb

Honeywords are decoy passwords that can be added to a credential database; if a login attempt uses a honeyword, this indicates that the site's credential database has been leaked. In this paper we explore the basic requirements for…

Cryptography and Security · Computer Science 2024-03-07 Zonghao Huang , Lujo Bauer , Michael K. Reiter

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 pervasiveness of internet-connected systems means that such systems will continue to be exploited for criminal purposes by cybercriminals (including malicious insiders such as employees and vendors). The importance of…

Cryptography and Security · Computer Science 2017-06-27 Lek Christopher , Kim-Kwang Raymond Choo , Ali Dehghantanha

Imitation learning field requires expert data to train agents in a task. Most often, this learning approach suffers from the absence of available data, which results in techniques being tested on its dataset. Creating datasets is a…

Machine Learning · Computer Science 2024-03-04 Nathan Gavenski , Michael Luck , Odinaldo Rodrigues

The convergence of information and operational technology networks has created previously unforeseen security issues. To address these issues, both researchers and practitioners have integrated threat intelligence methods into the security…

Cryptography and Security · Computer Science 2024-10-24 Jacob Williams , Matthew Edwards , Joseph Gardiner