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Personal Identification Numbers (PIN) are widely used as authentication method for systems such as Automated Teller Machines (ATMs) and Point of Sale (PoS). Input devices (PIN pads) usually give the user a feedback sound when a key is…

Cryptography and Security · Computer Science 2019-05-22 Matteo Cardaioli , Mauro Conti , Kiran Balagani , Paolo Gasti

Modern computing systems inherently trust human input devices, creating an exploitable attack surface for adversarial automation. USB Human Interface Device (HID) emulation attacks, such as those enabled by the USB Rubber Ducky, exploit…

Cryptography and Security · Computer Science 2026-04-20 Alessandro Lotto , Francesco Marchiori , Mauro Conti

Recent proposals advocate using keystroke timing signals, specifically the coefficient of variation ($\delta$) of inter-keystroke intervals, to distinguish human-composed text from AI-generated content. We demonstrate that this class of…

Cryptography and Security · Computer Science 2026-01-27 David Condrey

Keystroke timing based active authentication systems are conceptually attractive because: (i) they use the keyboard as the sensor and are not hardware-cost prohibitive, and (ii) they use the keystrokes generated from normal usage of…

Cryptography and Security · Computer Science 2018-04-24 Md Enamul Karim , Kiran S. Balagani , Aaron Elliott , David Irakiza , Mike O'Neal , Vir Phoha

Scaling up language models has significantly increased their capabilities. But larger models are slower models, and so there is now an extensive body of work (e.g., speculative sampling or parallel decoding) that improves the (average case)…

Cryptography and Security · Computer Science 2024-10-23 Nicholas Carlini , Milad Nasr

We estimate the security of dictionary-based PINs (Personal Identification Numbers) that a user selects from his/her memory without any additional aids. The estimates take into account the distribution of words in source language. We use…

Cryptography and Security · Computer Science 2014-04-08 Martin Stanek

Real-time cyber-physical systems depend on deterministic task execution to guarantee safety and correctness. Unfortunately, this determinism can unintentionally expose timing information that enables adversaries to infer task execution…

Systems and Control · Electrical Eng. & Systems 2026-02-04 Arkaprava Sain , Sunandan Adhikary , Soumyajit Dey

Personalising an interface to the needs and preferences of a user often incurs additional interaction steps. In this paper, we demonstrate a novel method that enables the personalising of an interface without the need for explicit…

Human-Computer Interaction · Computer Science 2024-07-03 Kathryn McConkey , Talha Enes Ayranci , Mohamed Khamis , Jonathan Grizou

Personal Identification Numbers (PINs) are commonly used as an authentication mechanism. An important security requirement is that PINs should be hard to guess for an attacker. On the other hand, remembering several random PINs can be…

Cryptography and Security · Computer Science 2013-02-13 Lubica Staneková , Martin Stanek

A vision-based keystroke inference attack is a side-channel attack in which an attacker uses an optical device to record users on their mobile devices and infer their keystrokes. The threat space for these attacks has been studied in the…

Computer Vision and Pattern Recognition · Computer Science 2020-09-15 John Lim , True Price , Fabian Monrose , Jan-Michael Frahm

Security models have been designed to ensure data is accessed and used in proper manner according to the security policies. Unfortunately, human role in designing security models has been ignored. Human behavior relates to many security…

Human-Computer Interaction · Computer Science 2018-07-19 Tahani Albalawi , Kambiz Ghazinour , Austin Melton

Wi-Fi signals can be exploited by adversaries as a sensing side channel to eavesdrop on physical information. By monitoring propagation effects of radio waves within the victim's environment, attackers can remotely infer sensitive…

Cryptography and Security · Computer Science 2026-05-07 Johannes Kortz , Paul Staat , Christof Paar , Christian Zenger

Due to recent world events, video calls have become the new norm for both personal and professional remote communication. However, if a participant in a video call is not careful, he/she can reveal his/her private information to others in…

Cryptography and Security · Computer Science 2020-10-26 Mohd Sabra , Anindya Maiti , Murtuza Jadliwala

Natural Language Processing (NLP) models based on Machine Learning (ML) are susceptible to adversarial attacks -- malicious algorithms that imperceptibly modify input text to force models into making incorrect predictions. However,…

Computation and Language · Computer Science 2023-05-26 Salijona Dyrmishi , Salah Ghamizi , Maxime Cordy

In this paper we employ quantitative measurements of cognitive vulnerability triggers in phishing emails to predict the degree of success of an attack. To achieve this we rely on the cognitive psychology literature and develop an automated…

Cryptography and Security · Computer Science 2019-05-30 Amber van der Heijden , Luca Allodi

When large language models are trained on private data, it can be a significant privacy risk for them to memorize and regurgitate sensitive information. In this work, we propose a new practical data extraction attack that we call "neural…

Cryptography and Security · Computer Science 2024-03-05 Ashwinee Panda , Christopher A. Choquette-Choo , Zhengming Zhang , Yaoqing Yang , Prateek Mittal

Backdoor attacks have become an emerging threat to NLP systems. By providing poisoned training data, the adversary can embed a "backdoor" into the victim model, which allows input instances satisfying certain textual patterns (e.g.,…

Computation and Language · Computer Science 2023-05-30 Jun Yan , Vansh Gupta , Xiang Ren

Automated Teller Machines (ATMs) represent the most used system for withdrawing cash. The European Central Bank reported more than 11 billion cash withdrawals and loading/unloading transactions on the European ATMs in 2019. Although ATMs…

Cryptography and Security · Computer Science 2021-11-30 Matteo Cardaioli , Stefano Cecconello , Mauro Conti , Simone Milani , Stjepan Picek , Eugen Saraci

This paper studies leakage of user passwords and PINs based on observations of typing feedback on screens or from projectors in the form of masked characters that indicate keystrokes. To this end, we developed an attack called Password and…

Cyber-attacks keep threatening global networks and information infrastructures. The threat is getting more and more destructive and hard to counter day by day as the global networks continue to enlarge exponentially with limited security…

Human-Computer Interaction · Computer Science 2024-01-10 Ahmet Orun , Emre Orun , Fatih Kurugollu
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