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The growing popularity of Internet-of-Things (IoT) has created the need for network-based traffic anomaly detection systems that could identify misbehaving devices. In this work, we propose a lightweight technique, IoT-guard, for…

Cryptography and Security · Computer Science 2018-10-17 Ibbad Hafeez , Aaron Yi Ding , Markku Antikainen , Sasu Tarkoma

The proliferation of smart home Internet of Things (IoT) devices presents unprecedented challenges for preserving privacy within the home. In this paper, we demonstrate that a passive network observer (e.g., an Internet service provider)…

Cryptography and Security · Computer Science 2020-07-28 Noah Apthorpe , Danny Yuxing Huang , Dillon Reisman , Arvind Narayanan , Nick Feamster

The Tor anonymity system provides online privacy for millions of users, but it is slower than typical web browsing. To improve Tor performance, we propose PredicTor, a path selection technique that uses a Random Forest classifier trained on…

Cryptography and Security · Computer Science 2018-05-08 Armon Barton , Mohsen Imani , Jiang Ming , Matthew Wright

Privacy protection mechanisms are a fundamental aspect of security in cryptocurrency systems, particularly in decentralized networks such as Bitcoin. Although Bitcoin addresses are not directly associated with real-world identities, this…

Cryptography and Security · Computer Science 2026-03-19 Shihan Zhang , Bing Han , Chuanyong Tian , Ruisheng Shi , Lina Lan , Qin Wang

We measure how effective Privacy Enhancing Technologies (PETs) are at protecting users from website fingerprinting. Our measurements use both experimental and observational methods. Experimental methods allow control, precision, and use on…

Cryptography and Security · Computer Science 2018-12-11 Amit Datta , Jianan Lu , Michael Carl Tschantz

Cyberthreats are a permanent concern in our modern technological world. In the recent years, sophisticated traffic analysis techniques and anomaly detection (AD) algorithms have been employed to face the more and more subversive adversarial…

Machine Learning · Computer Science 2022-05-17 Paul Irofti , Andrei Pătraşcu , Andrei Iulian Hîji

This paper investigates the vulnerability of urban traffic networks to cyber-attacks on traffic lights. We model traffic signal tampering as a bi-objective optimization problem that simultaneously seeks to reduce vehicular throughput in the…

Systems and Control · Electrical Eng. & Systems 2020-05-22 Bilal Thonnam Thodi , Timothy Mulumba , Saif Eddin Jabari

Website fingerprinting enables a local eavesdropper to determine which websites a user is visiting over an encrypted connection. State-of-the-art website fingerprinting attacks have been shown to be effective even against Tor. Recently,…

Cryptography and Security · Computer Science 2018-08-21 Payap Sirinam , Mohsen Imani , Marc Juarez , Matthew Wright

Tor and I2P are well-known anonymity networks used by many individuals to protect their online privacy and anonymity. Tor's centralized directory services facilitate the understanding of the Tor network, as well as the measurement and…

Networking and Internet Architecture · Computer Science 2018-09-27 Nguyen Phong Hoang , Panagiotis Kintis , Manos Antonakakis , Michalis Polychronakis

Large Language Models (LLMs) are increasingly deployed as agents that orchestrate tasks and integrate external tools to execute complex workflows. We demonstrate that these interactive behaviors leave distinctive fingerprints in encrypted…

Cryptography and Security · Computer Science 2025-10-09 Yixiang Zhang , Xinhao Deng , Zhongyi Gu , Yihao Chen , Ke Xu , Qi Li , Jianping Wu

Motivated by the effectiveness of correlation attacks against Tor, the censorship arms race, and observations of malicious relays in Tor, we propose that Tor users capture their trust in network elements using probability distributions over…

Cryptography and Security · Computer Science 2014-06-16 Aaron D. Jaggard , Aaron Johnson , Paul Syverson , Joan Feigenbaum

Passive operating system fingerprinting reveals valuable information to the defenders of heterogeneous private networks; at the same time, attackers can use fingerprinting to reconnoiter networks, so defenders need obfuscation techniques to…

Cryptography and Security · Computer Science 2017-06-27 Blake Anderson , David McGrew

In todays landscape of increasing electronic crime, network forensics plays a pivotal role in digital investigations. It aids in understanding which systems to analyse and as a supplement to support evidence found through more traditional…

Cryptography and Security · Computer Science 2025-03-25 Nathan Clarke , Gaseb Alotibi , Dany Joy , Fudong Li , Steven Furnell , Ali Alshumrani , Hussan Mohammed

In this paper, we analyze the topology and the content found on the "darknet", the set of websites accessible via Tor. We created a darknet spider and crawled the darknet starting from a bootstrap list by recursively following links. We…

Computers and Society · Computer Science 2018-11-08 Georgia Avarikioti , Roman Brunner , Aggelos Kiayias , Roger Wattenhofer , Dionysis Zindros

We consider the problem of detecting deliberate traffic discrimination on the Internet. Given the complex nature of the Internet, detection of deliberate discrimination is not easy to detect, and tools developed so far suffer from various…

Computers and Society · Computer Science 2021-10-26 Vinod S. Khandkar , Manjesh K. Hanawal

This paper investigates the privacy leakage of smart speakers under an encrypted traffic analysis attack, referred to as voice command fingerprinting. In this attack, an adversary can eavesdrop both outgoing and incoming encrypted voice…

Cryptography and Security · Computer Science 2020-05-21 Chenggang Wang , Sean Kennedy , Haipeng Li , King Hudson , Gowtham Atluri , Xuetao Wei , Wenhai Sun , Boyang Wang

On-line privacy is of major public concern. Unfortunately, for the average consumer, there is no simple mechanism to browse the Internet privately on multiple devices. Most available Internet privacy mechanisms are either expensive, not…

Computers and Society · Computer Science 2018-06-08 Adrian Barberis , Danny Radosevich , Wyatt Emery , Mike Borowczak

While the Web has become a global platform for communication, malicious actors, including hackers and hacktivist groups, often disseminate ideological content and coordinate activities through the "Dark Web", an obscure counterpart of the…

Cryptography and Security · Computer Science 2025-06-04 Jubin Abhishek Soni , Amit Anand , Rajesh Kumar Pandey , Aniket Abhishek Soni

Tor and i2p networks are two of the most popular darknets. Both darknets have become an area of illegal activities highlighting the necessity to study and analyze them to identify and report illegal content to Law Enforcement Agencies…

Cryptography and Security · Computer Science 2020-12-10 Carlos Cilleruelo , Luis de-Marcos , Javier Junquera-Sánchez , José-Javier Martínez-Herráiz

To maintain the privacy of users' web browsing history, popular browsers encrypt their DNS traffic using the DNS-over-HTTPS (DoH) protocol. Unfortunately, encrypting DNS packets prevents many existing intrusion detection systems from using…

Cryptography and Security · Computer Science 2023-10-18 Sergio Salinas Monroy , Aman Kumar Gupta , Garrett Wahlstedt