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New security and privacy concerns arise due to the growing popularity of voice assistant (VA) deployments in home and enterprise networks. A number of past research results have demonstrated how malicious actors can use hidden commands to…

Cryptography and Security · Computer Science 2020-09-23 Zhengxian He , Mohit Narayan Rajput , Mustaque Ahamad

Air-gapped computers are disconnected from the Internet physically and logically. This measure is taken in order to prevent the leakage of sensitive data from secured networks. In the past, it has been shown that malware can exfiltrate data…

Cryptography and Security · Computer Science 2016-08-12 Mordechai Guri , Yosef Solewicz , Andrey Daidakulov , Yuval Elovici

The prosperous development of cloud computing and machine learning as a service has led to the widespread use of media software to process confidential media data. This paper explores an adversary's ability to launch side channel analyses…

Cryptography and Security · Computer Science 2021-12-13 Yuanyuan Yuan , Qi Pang , Shuai Wang

Modern processors dynamically control their operating frequency to optimize resource utilization, maximize energy savings, and conform to system-defined constraints. If, during the execution of a software workload, the running average of…

Cryptography and Security · Computer Science 2023-05-25 Chen Liu , Abhishek Chakraborty , Nikhil Chawla , Neer Roggel

Auditory scene analysis (ASA) aims to retrieve information from the acoustic environment, by carrying out three main tasks: sound source location, separation, and classification. These tasks are traditionally executed with a linear data…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-21 Caleb Rascon , Luis Gato-Diaz , Eduardo García-Alarcón

The fourth industrial revolution leads to an increased use of embedded computation and intercommunication in an industrial environment. While reducing cost and effort for set up, operation and maintenance, and increasing the time to…

Cryptography and Security · Computer Science 2019-09-10 Simon D. Duque Anton , Anna Pia Lohfink , Hans Dieter Schotten

Any secure network is only as secure as its weakest component. With overt channels tightly secured and attackers have started focusing on optical, audible, magnetic, and thermal covert channels to access sensitive systems. In this paper, we…

Cryptography and Security · Computer Science 2019-11-05 Weeam Alshangiti , Rafid Saad

In this paper, we propose a new type of side channel which is based on the ambient-light sensor employed in today's mobile devices. The pervasive usage of mobile devices, i.e., smartphones and tablet computers and their vast amount of…

Cryptography and Security · Computer Science 2014-05-16 Raphael Spreitzer

Computer Use Agents (CUAs), autonomous systems that interact with software interfaces via browsers or virtual machines, are rapidly being deployed in consumer and enterprise environments. These agents introduce novel attack surfaces and…

Voice Processing Systems (VPSes), now widely deployed, have been made significantly more accurate through the application of recent advances in machine learning. However, adversarial machine learning has similarly advanced and has been used…

Cryptography and Security · Computer Science 2019-04-12 Hadi Abdullah , Washington Garcia , Christian Peeters , Patrick Traynor , Kevin R. B. Butler , Joseph Wilson

Adversarial attacks are inputs that are similar to original inputs but altered on purpose. Speech-to-text neural networks that are widely used today are prone to misclassify adversarial attacks. In this study, first, we investigate the…

Machine Learning · Computer Science 2021-01-14 Ken Alparslan , Yigit Alparslan , Matthew Burlick

Short-range audio channels have a few distinguishing characteristics: ease of use, low deployment costs, and easy to tune frequencies, to cite a few. Moreover, thanks to their seamless adaptability to the security context, many techniques…

Cryptography and Security · Computer Science 2022-08-09 Maurantonio Caprolu , Savio Sciancalepore , Roberto Di Pietro

Multi-process concurrency is effective in improving program efficiency and maximizing CPU utilization. The correct execution of concurrency is ensured by the mutual exclusion and synchronization mechanism (MESM) that manages the shared…

Hardware Architecture · Computer Science 2022-11-23 Chaoqun Shen , Jiliang Zhang , Gang Qu

Side-channel analysis (SCA) can obtain information related to the secret key by exploiting leakages produced by the device. Researchers recently found that neural networks (NNs) can execute a powerful profiling SCA, even on targets…

Neural and Evolutionary Computing · Computer Science 2023-01-27 Fiske Schijlen , Lichao Wu , Luca Mariot

We present METAATTACK, the first approach to leverage acoustic metamaterials for inaudible attacks for voice control systems. Compared to the state-of-the-art inaudible attacks requiring complex and large speaker setups, METAATTACK achieves…

Cryptography and Security · Computer Science 2025-09-23 Zhiyuan Ning , Juan He , Zhanyong Tang , Weihang Hu , Xiaojiang Chen

Traditionally, power side-channel analysis requires physical access to the target device, as well as specialized devices to measure the power consumption with enough precision. Recently research has shown that on x86 platforms, on-chip…

Cryptography and Security · Computer Science 2024-10-08 Nikhil Chawla , Chen Liu , Abhishek Chakraborty , Igor Chervatyuk , Ke Sun , Thais Moreira Hamasaki , Henrique Kawakami

Acoustic emanations of computer keyboards represent a serious privacy issue. As demonstrated in prior work, physical properties of keystroke sounds might reveal what a user is typing. However, previous attacks assumed relatively strong…

Cryptography and Security · Computer Science 2017-03-14 Alberto Compagno , Mauro Conti , Daniele Lain , Gene Tsudik

As training artificial intelligence (AI) models is a lengthy and hence costly process, leakage of such a model's internal parameters is highly undesirable. In the case of AI accelerators, side-channel information leakage opens up the threat…

Hardware Architecture · Computer Science 2024-12-11 Andrija Nešković , Saleh Mulhem , Alexander Treff , Rainer Buchty , Thomas Eisenbarth , Mladen Berekovic

Existing power analysis techniques rely on strong adversary models with prior knowledge of the leakage or training data. We introduce side-channel analysis with unsupervised learning (SCAUL) that can recover the secret key without requiring…

Cryptography and Security · Computer Science 2020-01-17 Keyvan Ramezanpour , Paul Ampadu , William Diehl

Side-channel attacks, which are capable of breaking secrecy via side-channel information, pose a growing threat to the implementation of cryptographic algorithms. Masking is an effective countermeasure against side-channel attacks by…

Cryptography and Security · Computer Science 2020-06-17 Pengfei Gao , Hongyi Xie , Fu Song , Taolue Chen