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The confidentiality of trained AI models on edge devices is at risk from side-channel attacks exploiting power and electromagnetic emissions. This paper proposes a novel training methodology to enhance resilience against such threats by…

Cryptography and Security · Computer Science 2025-06-10 Anuj Dubey , Aydin Aysu

Graphics Processing Units (GPUs) are a ubiquitous component across the range of today's computing platforms, from phones and tablets, through personal computers, to high-end server class platforms. With the increasing importance of graphics…

Cryptography and Security · Computer Science 2020-11-20 Sankha Baran Dutta , Hoda Naghibijouybari , Nael Abu-Ghazaleh , Andres Marquez , Kevin Barker

Acoustic side-channel attacks on keyboards can bypass security measures in many systems that use keyboards as one of the input devices. These attacks aim to reveal users' sensitive information by targeting the sounds made by their keyboards…

Cryptography and Security · Computer Science 2024-03-14 Alireza Taheritajar , Reza Rahaeimehr

During the last decade, Deep Neural Networks (DNN) have progressively been integrated on all types of platforms, from data centers to embedded systems including low-power processors and, recently, FPGAs. Neural Networks (NN) are expected to…

Cryptography and Security · Computer Science 2021-10-22 Maria Méndez Real , Rubén Salvador

Speculative side-channel attacks access sensitive data and use transmitters to leak the data during wrong-path execution. Various defenses have been proposed to prevent such information leakage. However, not all speculatively executed…

Cryptography and Security · Computer Science 2022-12-05 Pavlos Aimoniotis , Christos Sakalis , Magnus Själander , Stefanos Kaxiras

Cloud computing is a convenient model for processing data remotely. However, users must trust their cloud provider with the confidentiality and integrity of the stored and processed data. To increase the protection of virtual machines, AMD…

Cryptography and Security · Computer Science 2020-10-15 Martin Radev , Mathias Morbitzer

Spectre attacks and their many subsequent variants are a new vulnerability class affecting modern CPUs. The attacks rely on the ability to misguide speculative execution, generally by exploiting the branch prediction structures, to execute…

Cryptography and Security · Computer Science 2019-12-06 Esmaeil Mohammadian Koruyeh , Shirin Haji Amin Shirazi , Khaled N. Khasawneh , Chengyu Song , Nael Abu-Ghazaleh

Over the last two decades, the danger of sharing resources between programs has been repeatedly highlighted. Multiple side-channel attacks, which seek to exploit shared components for leaking information, have been devised, mostly targeting…

Cryptography and Security · Computer Science 2022-01-28 Daniel Genkin , William Kosasih , Fangfei Liu , Anna Trikalinou , Thomas Unterluggauer , Yuval Yarom

Cybersecurity continues to be a difficult issue for society especially as the number of networked systems grows. Techniques to protect these systems range from rules-based to artificial intelligence-based intrusion detection systems and…

Cryptography and Security · Computer Science 2022-05-10 Paul Maxwell , David Niblick , Daniel C. Ruiz

Modern computing environments demand robust security measures to protect sensitive data and resources. Ciphertext-Policy Attribute-Based Encryption (CP-ABE) is a well-established encryption technique known for its fine-grained access…

Cryptography and Security · Computer Science 2024-09-12 Vivek Suryawanshi , Shamik Sural

New types of Trusted Execution Environment (TEE) architectures like TrustLite and Intel Software Guard Extensions (SGX) are emerging. They bring new features that can lead to innovative security and privacy solutions. But each new TEE…

Cryptography and Security · Computer Science 2015-07-01 Thomas Nyman , Brian McGillion , N. Asokan

Cache side channel attacks are increasingly alarming in modern processors due to the recent emergence of Spectre and Meltdown attacks. A typical attack performs intentional cache access and manipulates cache states to leak secrets by…

Hardware Architecture · Computer Science 2024-05-16 Luyi Li , Jiayi Huang , Lang Feng , Zhongfeng Wang

Recent work has introduced attacks that extract the architecture information of deep neural networks (DNN), as this knowledge enhances an adversary's capability to conduct black-box attacks against the model. This paper presents the first…

Cryptography and Security · Computer Science 2020-02-03 Sanghyun Hong , Michael Davinroy , Yiǧitcan Kaya , Stuart Nevans Locke , Ian Rackow , Kevin Kulda , Dana Dachman-Soled , Tudor Dumitraş

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

Recent work has highlighted the risks of intellectual property (IP) piracy of deep learning (DL) models from the side-channel leakage of DL hardware accelerators. In response, to provide side-channel leakage resiliency to DL hardware…

Cryptography and Security · Computer Science 2022-08-09 Mohammad Hashemi , Steffi Roy , Domenic Forte , Fatemeh Ganji

Modern computer processors use microarchitectural optimization mechanisms to improve performance. As a downside, such optimizations are prone to introducing side-channel vulnerabilities. Speculative loading of memory, called prefetching, is…

Cryptography and Security · Computer Science 2024-10-02 Till Schlüter , Nils Ole Tippenhauer

We propose FPGA-Patch, the first-of-its-kind defense that leverages automated program repair concepts to thwart power side-channel attacks on cloud FPGAs. FPGA-Patch generates isofunctional variants of the target hardware by injecting…

Cryptography and Security · Computer Science 2023-04-06 Mahya Morid Ahmadi , Lilas Alrahis , Ozgur Sinanoglu , Muhammad Shafique

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…

The wide deployment of Large Language Models (LLMs) has given rise to strong demands for optimizing their inference performance. Today's techniques serving this purpose primarily focus on reducing latency and improving throughput through…

Cryptography and Security · Computer Science 2025-10-22 Linke Song , Zixuan Pang , Wenhao Wang , Zihao Wang , XiaoFeng Wang , Hongbo Chen , Wei Song , Yier Jin , Dan Meng , Rui Hou

Shared cache resources in multi-core processors are vulnerable to cache side-channel attacks. Recently proposed defenses have their own caveats: Randomization-based defenses are vulnerable to the evolving attack algorithms besides relying…

Cryptography and Security · Computer Science 2021-10-18 Ghada Dessouky , Alexander Gruler , Pouya Mahmoody , Ahmad-Reza Sadeghi , Emmanuel Stapf