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AI-driven penetration testing agents are now capable of autonomously executing attacks within compromised networks. Identifying the model family that controls the active sessions of such agents provides valuable information towards…

Cryptography and Security · Computer Science 2026-05-05 Murali Ediga , Sudipta Chattopadhyay

This work proposes a novel approach to infer and characterize Internet-scale DNS amplification DDoS attacks by leveraging the darknet space. Complementary to the pioneer work on inferring Distributed Denial of Service (DDoS) activities…

Cryptography and Security · Computer Science 2014-05-23 Claude Fachkha , Elias Bou-Harb , Mourad Debbabi

Encryption has increasingly been used in all applications for various purposes, but it also brings big challenges to network security. In this paper, we take first steps towards addressing some of these chal- lenges by introducing a novel…

Cryptography and Security · Computer Science 2017-12-19 Shoufu Luo , Sven Dietrich

Although the security benefits of domain name encryption technologies such as DNS over TLS (DoT), DNS over HTTPS (DoH), and Encrypted Client Hello (ECH) are clear, their positive impact on user privacy is weakened by--the still exposed--IP…

Cryptography and Security · Computer Science 2021-06-17 Nguyen Phong Hoang , Arian Akhavan Niaki , Phillipa Gill , Michalis Polychronakis

TLS can resume previous connections via abbreviated resumption handshakes that significantly decrease the delay and save expensive cryptographic operations. For that, cryptographic TLS state from previous connections is reused. TLS version…

Cryptography and Security · Computer Science 2019-02-08 Erik Sy , Moritz Moennich , Tobias Mueller , Hannes Federrath , Mathias Fischer

Active DNS measurement is fundamental to understanding and improving the DNS ecosystem. However, the absence of an extensible, high-performance, and easy-to-use DNS toolkit has limited both the reproducibility and coverage of DNS research.…

Networking and Internet Architecture · Computer Science 2023-09-26 Liz Izhikevich , Gautam Akiwate , Briana Berger , Spencer Drakontaidis , Anna Ascheman , Paul Pearce , David Adrian , Zakir Durumeric

Anomaly detection systems aim to detect and report attacks or unexpected behavior in networked systems. Previous work has shown that anomalies have an impact on system performance, and that performance signatures can be effectively used for…

Throughout recent years, the importance of internet-privacy has continuously risen. [...] Browser fingerprinting is a technique that does not require cookies or persistent identifiers. It derives a sufficiently unique identifier from the…

Cryptography and Security · Computer Science 2022-10-21 Sebastian Neef

We present an application of Artificial Intelligence techniques to the field of Information Security. The problem of remote Operating System (OS) Detection, also called OS Fingerprinting, is a crucial step of the penetration testing…

Cryptography and Security · Computer Science 2010-06-16 Javier Burroni , Carlos Sarraute

Although encryption protocols such as TLS are widely de-ployed,side-channel metadata in encrypted traffic still reveals patterns that allow application and behavior inference.How-ever,existing fine-grained fingerprinting approaches face two…

Cryptography and Security · Computer Science 2025-09-03 YuKun Zhu , ManYuan Hua , Hai Huang , YongZhao Zhang , Jie Yang , FengHua Xu , RuiDong Chen , XiaoSong Zhang , JiGuo Yu , Yong Ma

We introduce the first known mechanism providing realtime server location verification. Its uses include enhancing server authentication (e.g., augmenting TLS) by enabling browsers to automatically interpret server location information. We…

Cryptography and Security · Computer Science 2016-08-18 AbdelRahman Abdou , P. C. van Oorschot

It is generally recognized that the traffic generated by an individual connected to a network acts as his biometric signature. Several tools exploit this fact to fingerprint and monitor users. Often, though, these tools assume to access the…

Cryptography and Security · Computer Science 2014-02-11 Nino Vincenzo Verde , Giuseppe Ateniese , Emanuele Gabrielli , Luigi Vincenzo Mancini , Angelo Spognardi

There is striking volume of World-Wide Web activity on IPv6 today. In early 2015, one large Content Distribution Network handles 50 billion IPv6 requests per day from hundreds of millions of IPv6 client addresses; billions of unique client…

Networking and Internet Architecture · Computer Science 2015-10-02 David Plonka , Arthur Berger

HTTPS is quickly rising alongside the need of Internet users to benefit from security and privacy when accessing the Web, and it becomes the predominant application protocol on the Internet. This migration towards a secure Web using HTTPS…

Cryptography and Security · Computer Science 2020-08-20 Wazen M. Shbair , Thibault Cholez , Jerome Francois , Isabelle Chrisment

IP Geolocation is a key enabler for many areas of application like Content Delivery Networks, targeted advertisement and law enforcement. Therefore, an increased accuracy is needed to improve service quality. Although IP Geolocation is an…

Networking and Internet Architecture · Computer Science 2020-04-20 Peter Hillmann , Lars Stiemert , Gabi Dreo Rodosek , Oliver Rose

Test-time scaling (TTS) has become an effective approach for improving large language model performance by allocating additional computation during inference. However, existing TTS strategies are largely hand-crafted: researchers manually…

Computation and Language · Computer Science 2026-05-13 Tong Zheng , Haolin Liu , Chengsong Huang , Huiwen Bao , Sheng Zhang , Rui Liu , Runpeng Dai , Ruibo Chen , Chenxi Liu , Tianyi Xiong , Xidong Wu , Hongming Zhang , Heng Huang

Deployed large language models (LLMs) often rely on speculative decoding, a technique that generates and verifies multiple candidate tokens in parallel, to improve throughput and latency. In this work, we reveal a new side-channel whereby…

Computation and Language · Computer Science 2026-02-12 Jiankun Wei , Abdulrahman Abdulrazzag , Tianchen Zhang , Adel Muursepp , Gururaj Saileshwar

Content fingerprinting and digital watermarking are techniques that are used for content protection and distribution monitoring. Over the past few years, both techniques have been well studied and their shortcomings understood. Recently, a…

Information Theory · Computer Science 2014-11-19 Farzad Farhadzadeh , Frans M. J. Willems , Sviatoslav Voloshinovskiy

Fingerprinting refers to the process of identifying underlying Machine Learning (ML) models of AI Systemts, such as Large Language Models (LLMs), by analyzing their unique characteristics or patterns, much like a human fingerprint. The…

Machine Learning · Computer Science 2025-02-10 Devansh Bhardwaj , Naman Mishra

In the context of cybersecurity, tracking the activities of coordinated hosts over time is a daunting task because both participants and their behaviours evolve at a fast pace. We address this scenario by solving a dynamic novelty discovery…

Networking and Internet Architecture · Computer Science 2025-02-11 Kai Huang , Luca Gioacchini , Marco Mellia , Luca Vassio