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LLM-integrated applications are vulnerable to prompt injection attacks, where an attacker contaminates the input to inject malicious instructions, causing the LLM to follow the attacker's intent instead of the original user's. Existing…

Cryptography and Security · Computer Science 2026-01-27 Wei Zou , Yupei Liu , Yanting Wang , Ying Chen , Neil Gong , Jinyuan Jia

Modern processors employ different prediction mechanisms to speculate over different kinds of instructions. Attackers can exploit these prediction mechanisms simultaneously in order to trigger leaks about speculatively-accessed data. Thus,…

Cryptography and Security · Computer Science 2022-09-05 Xaver Fabian , Marco Guarnieri , Marco Patrignani

Modern out-of-order CPUs heavily rely on speculative execution for performance optimization, with branch prediction serving as a cornerstone to minimize stalls and maximize efficiency. Whenever shared branch prediction resources lack proper…

Cryptography and Security · Computer Science 2025-06-10 Yuhui Zhu , Alessandro Biondi

Nowadays, intrusion detection systems based on deep learning deliver state-of-the-art performance. However, recent research has shown that specially crafted perturbations, called adversarial examples, are capable of significantly reducing…

Cryptography and Security · Computer Science 2022-10-31 Islam Debicha , Richard Bauwens , Thibault Debatty , Jean-Michel Dricot , Tayeb Kenaza , Wim Mees

Substring-searchable symmetric encryption (substring-SSE) has become increasingly critical for privacy-preserving applications in cloud systems. However, existing schemes remain vulnerable to information leakage during search operations,…

Cryptography and Security · Computer Science 2025-11-04 Xijie Ba , Qin Liu , Xiaohong Li , Jianting Ning

Computer systems often provide hardware support for isolation mechanisms like privilege levels, virtual memory, or enclaved execution. Over the past years, several successful software-based side-channel attacks have been developed that…

Cryptography and Security · Computer Science 2020-01-30 Matteo Busi , Job Noorman , Jo Van Bulck , Letterio Galletta , Pierpaolo Degano , Jan Tobias Mühlberg , Frank Piessens

Recursive transformers reuse parameters and iterate over hidden states multiple times, decoupling compute depth from parameter depth. However, under matched compute, recursive models with fewer parameters often lag behind non-recursive…

Machine Learning · Computer Science 2026-04-21 Chengting Yu , Xiaobo Shu , Yadao Wang , Yizhen Zhang , Haoyi Wu , Jiaang Li , Rujiao Long , Ziheng Chen , Yuchi Xu , Wenbo Su , Bo Zheng

Memory disclosure attacks play an important role in the exploitation of memory corruption vulnerabilities. By analyzing recent research, we observe that bypasses of defensive solutions that enforce control-flow integrity or attempt to…

Cryptography and Security · Computer Science 2020-07-08 Robert Gawlik , Philipp Koppe , Benjamin Kollenda , Andre Pawlowski , Behrad Garmany , Thorsten Holz

Stepping-stone intrusions (SSIs) are a prevalent network evasion technique in which attackers route sessions through chains of compromised intermediate hosts to obscure their origin. Effective SSI detection requires correlating the incoming…

Cryptography and Security · Computer Science 2026-04-13 Nate Mathews , Nicholas Hopper , Matthew Wright

Modern processors widely equip the Performance Monitoring Unit (PMU) to collect various architecture and microarchitecture events. Software developers often utilize the PMU to enhance program's performance, but the potential side effects…

Cryptography and Security · Computer Science 2025-02-18 Zhouyang Li , Pengfei Qiu , Yu Qing , Chunlu Wang , Dongsheng Wang , Xiao Zhang , Gang Qu

Side-channel analysis (SCA) poses a real-world threat by exploiting unintentional physical signals to extract secret information from secure devices. Evaluation labs also use the same techniques to certify device security. In recent years,…

Cryptography and Security · Computer Science 2025-11-21 Sengim Karayalçin , Marina Krček , Stjepan Picek

Existing speculative execution attacks are limited to breaching confidentiality of data beyond privilege boundary, the so-called spectre-type attacks. All of them utilize the changes in microarchitectural buffers made by the speculative…

Cryptography and Security · Computer Science 2022-01-19 Zhi Zhang , Yueqiang Cheng , Surya Nepal

Cache side-channel attacks extract secrets by examining how victim software accesses cache. To date, practical attacks on cryptosystems and media libraries are demonstrated under different scenarios, inferring secret keys and reconstructing…

Cryptography and Security · Computer Science 2022-10-04 Yuanyuan Yuan , Zhibo Liu , Shuai Wang

Fault injection attacks represent a class of threats that can compromise embedded systems across multiple layers of abstraction, such as system software, instruction set architecture (ISA), microarchitecture, and physical implementation.…

Cryptography and Security · Computer Science 2025-05-07 Arsalan Ali Malik , Harshvadan Mihir , Aydin Aysu

Over the past few years, deep learning has been getting progressively more popular for the exploitation of side-channel vulnerabilities in embedded cryptographic applications, as it offers advantages in terms of the amount of attack traces…

Cryptography and Security · Computer Science 2023-09-26 Yohaï-Eliel Berreby , Laurent Sauvage

Large Language Models (LLMs) have revolutionized natural language processing but remain vulnerable to jailbreak attacks, especially multi-turn jailbreaks that distribute malicious intent across benign exchanges and bypass alignment…

Cryptography and Security · Computer Science 2025-10-22 Javad Rafiei Asl , Sidhant Narula , Mohammad Ghasemigol , Eduardo Blanco , Daniel Takabi

A large number of crypto accelerators are being deployed with the widespread adoption of IoT. It is vitally important that these accelerators and other security hardware IPs are provably secure. Security is an extra functional requirement…

Cryptography and Security · Computer Science 2020-08-20 Xinhui Lai , Maksim Jenihhin , Jaan Raik , Kolin Paul

How much does a machine learning algorithm leak about its training data, and why? Membership inference attacks are used as an auditing tool to quantify this leakage. In this paper, we present a comprehensive \textit{hypothesis testing…

Machine Learning · Computer Science 2022-09-14 Jiayuan Ye , Aadyaa Maddi , Sasi Kumar Murakonda , Vincent Bindschaedler , Reza Shokri

This paper presents a novel data-driven framework to aid in system state estimation when the power system is under unobservable false data injection attacks. The proposed framework dynamically detects and classifies false data injection…

Machine Learning · Computer Science 2022-12-02 Ehsan Hallaji , Roozbeh Razavi-Far , Meng Wang , Mehrdad Saif , Bruce Fardanesh

SPEculative Execution side Channel Hardware (SPEECH) Vulnerabilities have enabled the notorious Meltdown, Spectre, and L1 terminal fault (L1TF) attacks. While a number of studies have reported different variants of SPEECH vulnerabilities,…

Cryptography and Security · Computer Science 2019-12-11 Yuan Xiao , Yinqian Zhang , Radu Teodorescu