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Timing and cache side channels provide powerful attacks against many sensitive operations including cryptographic implementations. Existing defenses cannot protect against all classes of such attacks without incurring prohibitive…

Cryptography and Security · Computer Science 2015-09-01 Benjamin A. Braun , Suman Jana , Dan Boneh

Irregular memory accesses pose challenges for effective and efficient data prefetching. While temporal prefetchers have recently shown promise for irregular memory access patterns, their effectiveness fundamentally depends on temporal…

Hardware Architecture · Computer Science 2026-05-18 Mengming Li , Chenlu Miao , Buqing Xu , Qijun Zhang , Xiangfeng Sun , Ceyu Xu , Yuan Xie , Wenkai Li , Shang Liu , Zhiyao Xie

Over the past years, literature has shown that attacks exploiting the microarchitecture of modern processors pose a serious threat to the privacy of mobile phone users. This is because applications leave distinct footprints in the…

Cryptography and Security · Computer Science 2020-07-09 Berk Gulmezoglu , Andreas Zankl , M. Caner Tol , Saad Islam , Thomas Eisenbarth , Berk Sunar

Prompt caching in large language models (LLMs) results in data-dependent timing variations: cached prompts are processed faster than non-cached prompts. These timing differences introduce the risk of side-channel timing attacks. For…

Computation and Language · Computer Science 2025-07-15 Chenchen Gu , Xiang Lisa Li , Rohith Kuditipudi , Percy Liang , Tatsunori Hashimoto

As machine learning models become increasingly deployed across the edge of internet of things environments, a partitioned deep learning paradigm in which models are split across multiple computational nodes introduces a new dimension of…

Machine Learning · Computer Science 2025-07-11 Giulio Rossolini , Fabio Brau , Alessandro Biondi , Battista Biggio , Giorgio Buttazzo

Modern processors rely heavily on speculation to keep the pipeline filled and consequently execute and commit instructions as close to maximum capacity as possible. To improve instruction-level parallelism, the processor core needs to fetch…

Hardware Architecture · Computer Science 2021-10-19 Ilias Vougioukas , Andreas Sandberg , Nikos Nikoleris

LLM-based chatbot agents increasingly process user requests by combining natural-language reasoning with external tools such as web browsing. These capabilities improve usability, but they also create attack surfaces when untrusted external…

Cryptography and Security · Computer Science 2026-05-19 Hongjang Yang , Hyunsik Na , Daeseon Choi

Network side channels (NSCs) leak secrets through packet timing and packet sizes. They are of particular concern in public IaaS Clouds, where any tenant may be able to colocate and indirectly observe a victim's traffic shape. We present…

Cryptography and Security · Computer Science 2022-02-18 Aastha Mehta , Mohamed Alzayat , Roberta de Viti , Björn B. Brandenburg , Peter Druschel , Deepak Garg

To defend against conflict-based cache side-channel attacks, cache partitioning or remapping techniques were proposed to prevent set conflicts between different security domains or obfuscate the locations of such conflicts. But such…

Cryptography and Security · Computer Science 2024-05-07 Fang Jiang , Fei Tong , Hongyu Wang , Xiaoyu Cheng , Zhe Zhou , Ming Ling , Yuxing Mao

As a practical privacy-preserving learning method, split learning has drawn much attention in academia and industry. However, its security is constantly being questioned since the intermediate results are shared during training and…

Cryptography and Security · Computer Science 2024-05-30 Fei Zheng , Chaochao Chen , Lingjuan Lyu , Xinyi Fu , Xing Fu , Weiqiang Wang , Xiaolin Zheng , Jianwei Yin

Stream processing systems are important in modern applications in which data arrive continuously and need to be processed in real time. Because of their resource and scalability requirements, many of these systems run on the cloud, which is…

Cryptography and Security · Computer Science 2025-10-16 Hung Pham , Viet Vo , Tien Tuan Anh Dinh , Duc Tran , Shuhao Zhang

The massive trend toward embedded systems introduces new security threats to prevent. Malicious firmware makes it easier to launch cyberattacks against embedded systems. Systems infected with malicious firmware maintain the appearance of…

Cryptography and Security · Computer Science 2023-01-18 Md Sadik Awal , Christopher Thompson , Md Tauhidur Rahman

To improve efficiency, nearly all parallel processing units (CPUs and GPUs) implement relaxed memory models in which memory operations may be re-ordered, i.e., executed out-of-order. Prior testing work in this area found that memory…

Cryptography and Security · Computer Science 2026-01-14 Sean Siddens , Sanya Srivastava , Reese Levine , Josiah Dykstra , Tyler Sorensen

Side-channel attacks on microprocessors, like the RISC-V, exhibit security vulnerabilities that lead to several design challenges. Hence, it is imperative to study and analyze these security vulnerabilities comprehensively. In this paper,…

Cryptography and Security · Computer Science 2021-06-17 Mahya Morid Ahmadi , Faiq Khalid , Muhammad Shafique

The success of diffusion models has enabled effortless, high-quality image modifications that precisely align with users' intentions, thereby raising concerns about their potential misuse by malicious actors. Previous studies have attempted…

Computer Vision and Pattern Recognition · Computer Science 2025-08-25 Hohyun Na , Seunghoo Hong , Simon S. Woo

We introduce IMPACT, a set of high-throughput main memory-based timing attacks that leverage characteristics of processing-in-memory (PiM) architectures to establish covert and side channels. IMPACT enables high-throughput communication and…

GPUs are broadly used in I/O-intensive big data applications. Prior works demonstrate the benefits of using GPU-side file system layer, GPUfs, to improve the GPU performance and programmability in such workloads. However, GPUfs fails to…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-14 Vasilis Dimitsas , Mark Silberstein

Side-channel attacks are important security challenges as they reveal sensitive information about on-chip activities. Among such attacks, the thermal side-channel has been shown to disclose the activities of key functional blocks and even…

Cryptography and Security · Computer Science 2025-08-06 Dylan Stow , Russell Barnes , Eren Kurshan , Yuan Xie

Side-channel attacks exploit unintended information leakage from system behavior and continue to pose serious privacy risks in modern platforms. Despite extensive prior work, side-channel analysis remains largely manual and fragmented,…

Cryptography and Security · Computer Science 2026-05-19 Zhen Xu , Zihao Wang , Yuhua Sun , XiaoFeng Wang

Microarchitectural attacks represent a challenging and persistent threat to modern processors, exploiting inherent design vulnerabilities in processors to leak sensitive information or compromise systems. Of particular concern is the…

Cryptography and Security · Computer Science 2024-10-31 Mohamadreza Rostami , Shaza Zeitouni , Rahul Kande , Chen Chen , Pouya Mahmoody , Jeyavijayan , Rajendran , Ahmad-Reza Sadeghi