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The transient-execution attack Meltdown leaks sensitive information by transiently accessing inaccessible data during out-of-order execution. Although Meltdown is fixed in hardware for recent CPU generations, most currently-deployed CPUs…

Cryptography and Security · Computer Science 2023-10-09 Daniel Weber , Fabian Thomas , Lukas Gerlach , Ruiyi Zhang , Michael Schwarz

Cache timing attacks use shared caches in multi-core processors as side channels to extract information from victim processes. These attacks are particularly dangerous in cloud infrastructures, in which the deployed countermeasures cause…

Cryptography and Security · Computer Science 2019-04-26 Iván Prada , Francisco D. Igual , Katzalin Olcoz

Intel Software Guard Extensions (SGX) is a promising hardware-based technology for protecting sensitive computations from potentially compromised system software. However, recent research has shown that SGX is vulnerable to branch-shadowing…

Cryptography and Security · Computer Science 2018-10-04 Shohreh Hosseinzadeh , Hans Liljestrand , Ville Leppänen , Andrew Paverd

Machine learning (ML) models are known to be vulnerable to a number of attacks that target the integrity of their predictions or the privacy of their training data. To carry out these attacks, a black-box adversary must typically possess…

Cryptography and Security · Computer Science 2023-09-06 Dudi Biton , Aditi Misra , Efrat Levy , Jaidip Kotak , Ron Bitton , Roei Schuster , Nicolas Papernot , Yuval Elovici , Ben Nassi

In-memory computing (IMC) systems have great potential for accelerating data-intensive tasks such as deep neural networks (DNNs). As DNN models are generally highly proprietary, the neural network architectures become valuable targets for…

Cryptography and Security · Computer Science 2023-03-28 Ziyu Wang , Fan-hsuan Meng , Yongmo Park , Jason K. Eshraghian , Wei D. Lu

Side-channel attacks are a security exploit that take advantage of information leakage. They use measurement and analysis of physical parameters to reverse engineer and extract secrets from a system. Power analysis attacks in particular,…

Cryptography and Security · Computer Science 2021-07-26 Yun Chen , Ali Hajiabadi , Romain Poussier , Andreas Diavastos , Shivam Bhasin , Trevor E. Carlson

Biologically plausible Spiking Neural Networks (SNNs), characterized by spike sparsity, are growing tremendous attention over intellectual edge devices and critical bio-medical applications as compared to artificial neural networks (ANNs).…

Cryptography and Security · Computer Science 2024-08-27 Kwunhang Wong , Songqi Wang , Wei Huang , Xinyuan Zhang , Yangu He , Karl M. H. Lai , Yuzhong Jiao , Ning Lin , Xiaojuan Qi , Xiaoming Chen , Zhongrui Wang

Cache attacks exploit memory access patterns of cryptographic implementations. Constant-Time implementation techniques have become an indispensable tool in fighting cache timing attacks. These techniques engineer the memory accesses of…

Cryptography and Security · Computer Science 2018-11-20 Ahmad Moghimi , Thomas Eisenbarth , Berk Sunar

Transformers have become the backbone of many Machine Learning (ML) applications, including language translation, summarization, and computer vision. As these models are increasingly deployed in shared Graphics Processing Unit (GPU)…

Cryptography and Security · Computer Science 2025-08-05 Arunava Chaudhuri , Shubhi Shukla , Sarani Bhattacharya , Debdeep Mukhopadhyay

We present a kernel-level infrastructure that allows system-wide detection of malicious applications attempting to exploit cache-based side-channel attacks to break the process confinement enforced by standard operating systems. This…

Cryptography and Security · Computer Science 2024-02-22 Stefano Carnà , Serena Ferracci , Francesco Quaglia , Alessandro Pellegrini

In modern computer systems, user processes are isolated from each other by the operating system and the hardware. Additionally, in a cloud scenario it is crucial that the hypervisor isolates tenants from other tenants that are co-located on…

Cryptography and Security · Computer Science 2019-05-23 Michael Schwarz , Samuel Weiser , Daniel Gruss , Clémentine Maurice , Stefan Mangard

Intel SGX and hypervisors isolate non-privileged programs from other software, ensuring confidentiality and integrity. However, side-channel attacks continue to threaten Intel SGX's security, enabling malicious OS to manipulate PTE present…

Cryptography and Security · Computer Science 2025-09-05 Gang Liu , Ningjie Li , Cen Chen

Vision-Language Models (VLMs) are increasingly deployed in real-world applications, but their high inference cost makes them vulnerable to resource consumption attacks. Prior attacks attempt to extend VLM output sequences by optimizing…

Cryptography and Security · Computer Science 2025-08-27 Rui Zhang , Zihan Wang , Tianli Yang , Hongwei Li , Wenbo Jiang , Qingchuan Zhao , Yang Liu , Guowen Xu

Latest ARM processors are approaching the computational power of x86 architectures while consuming much less energy. Consequently, supply follows demand with Amazon EC2, Equinix Metal and Microsoft Azure offering ARM-based instances, while…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-13 Christian Göttel , Konstantinos Parasyris , Osman Unsal , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Analog compute-in-memory (CIM) systems are promising for deep neural network (DNN) inference acceleration due to their energy efficiency and high throughput. However, as the use of DNNs expands, protecting user input privacy has become…

Cryptography and Security · Computer Science 2023-05-30 Ziyu Wang , Yuting Wu , Yongmo Park , Sangmin Yoo , Xinxin Wang , Jason K. Eshraghian , Wei D. Lu

Microarchitectural timing side channels have been thoroughly investigated as a security threat in hardware designs featuring shared buffers (e.g., caches) or parallelism between attacker and victim task execution. However, contradicting…

In the modern Systems-on-Chip (SoC), the Advanced eXtensible Interface (AXI) protocol exhibits security vulnerabilities, enabling partial or complete denial-of-service (DoS) through protocol-violation attacks. The recent countermeasures…

Cryptography and Security · Computer Science 2026-01-19 Wadid Foudhaili , Aykut Rencber , Anouar Nechi , Rainer Buchty , Mladen Berekovic , Andres Gomez , Saleh Mulhem

Microcontroller-based IoT devices often use embedded real-time operating systems (RTOSs). Vulnerabilities in these embedded RTOSs can lead to compromises of those IoT devices. Despite the significance of security protections, the absence of…

Cryptography and Security · Computer Science 2025-04-29 Xinhui Shao , Zhen Ling , Yue Zhang , Huaiyu Yan , Yumeng Wei , Lan Luo , Zixia Liu , Junzhou Luo , Xinwen Fu

Large language models (LLMs) possess extensive knowledge and question-answering capabilities, having been widely deployed in privacy-sensitive domains like finance and medical consultation. During LLM inferences, cache-sharing methods are…

Cryptography and Security · Computer Science 2024-12-02 Xinyao Zheng , Husheng Han , Shangyi Shi , Qiyan Fang , Zidong Du , Xing Hu , Qi Guo

Dataflow neural network accelerators efficiently process AI tasks on FPGAs, with deployment simplified by ready-to-use frameworks and pre-trained models. However, this convenience makes them vulnerable to malicious actors seeking to reverse…

Cryptography and Security · Computer Science 2025-09-25 Guillaume Lomet , Ruben Salvador , Brice Colombier , Vincent Grosso , Olivier Sentieys , Cedric Killian