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Privileged malware neutralizes software-based versioning systems and destroys data. To counter this threat, a versioning solid-state drive (SSD) that performs versioning inside the SSD has been studied. An SSD is a suitable candidate for…

密码学与安全 · 计算机科学 2021-08-17 Jinwoo Ahn , Seungjin Lee , Jinhoon Lee , Youngwoo Ko , Junghee Lee , Youngjae Kim

In heterogeneous SoCs, accelerators like integrated GPUs (iGPUs) are integrated on the same chip as CPUs, sharing the memory subsystem. In such systems, the massive memory requests from throughput-oriented accelerators significantly…

密码学与安全 · 计算机科学 2023-08-01 Ghadeer Almusaddar , Hoda Naghibijouybari

Isolation is a long-standing challenge of software security. Traditional privilege rings and virtual memory are more and more augmented with concepts such as capabilities, protection keys, and powerful enclaves. At the same time, we are…

密码学与安全 · 计算机科学 2021-05-10 Stefan Steinegger , David Schrammel , Samuel Weiser , Pascal Nasahl , Stefan Mangard

Trusted execution environments like Intel SGX provide \emph{enclaves}, which offer strong security guarantees for applications. Running entire applications inside enclaves is possible, but this approach leads to a large trusted computing…

密码学与安全 · 计算机科学 2023-12-21 Peterson Yuhala , Pascal Felber , Hugo Guiroux , Jean-Pierre Lozi , Alain Tchana , Valerio Schiavoni , Gaël Thomas

Demand for data-intensive workloads and confidential computing are the prominent research directions shaping the future of cloud computing. Computer architectures are evolving to accommodate the computing of large data better. Protecting…

密码学与安全 · 计算机科学 2023-04-11 Kha Dinh Duy , Hojoon Lee

Implementations of cryptographic libraries have been scrutinized for secret-dependent execution behavior exploitable by microarchitectural side-channel attacks. To prevent unintended leakages, most libraries moved to constant-time…

密码学与安全 · 计算机科学 2023-04-25 Florian Sieck , Sebastian Berndt , Jan Wichelmann , Thomas Eisenbarth

The widespread adoption of large language models (LLMs) has raised concerns regarding data privacy. This study aims to investigate the potential for privacy invasion through input reconstruction attacks, in which a malicious model provider…

机器学习 · 计算机科学 2024-05-24 Zhipeng Wan , Anda Cheng , Yinggui Wang , Lei Wang

Memory-safety issues and information leakage are known to be depressingly common. We consider the compositional static detection of these kinds of vulnerabilities in first-order C-like programs. Indeed the latter are relational hyper-safety…

编程语言 · 计算机科学 2023-08-22 Toby Murray , Pengbo Yan , Gidon Ernst

Nowadays, enterprises widely deploy Network Functions (NFs) and server applications in the cloud. However, processing of sensitive data and trusted execution cannot be securely deployed in the untrusted cloud. Cloud providers themselves…

网络与互联网体系结构 · 计算机科学 2018-02-21 Spyridon Mastorakis , Tahrina Ahmed , Jayaprakash Pisharath

Cache timing attacks allow attackers to infer the properties of a secret execution by observing cache hits and misses. But how much information can actually leak through such attacks? For a given program, a cache model, and an input, our…

密码学与安全 · 计算机科学 2016-11-15 Sudipta Chattopadhyay , Moritz Beck , Ahmed Rezine , Andreas Zeller

Enclaves, such as those enabled by Intel SGX, offer a powerful hardware isolation primitive for application partitioning. To become universally usable on future commodity OSes, enclave designs should offer compatibility with existing…

密码学与安全 · 计算机科学 2020-09-03 Shweta Shinde , Jinhua Cui , Satyaki Sen , Pinghai Yuan , Prateek Saxena

Embeddings are functions that map raw input data to low-dimensional vector representations, while preserving important semantic information about the inputs. Pre-training embeddings on a large amount of unlabeled data and fine-tuning them…

机器学习 · 计算机科学 2020-08-21 Congzheng Song , Ananth Raghunathan

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,…

密码学与安全 · 计算机科学 2025-11-04 Xijie Ba , Qin Liu , Xiaohong Li , Jianting Ning

Backend enrichment is now widely deployed in sensitive domains such as product recommendation pipelines, healthcare, and finance, where models are trained on confidential data and retrieve private features whose values influence inference…

密码学与安全 · 计算机科学 2026-02-23 Darsh Asher , Farshad Dizani , Joshua Kalyanapu , Rosario Cammarota , Aydin Aysu , Samira Mirbagher Ajorpaz

Transient execution attacks utilize micro-architectural covert channels to leak secrets that should not have been accessible during logical program execution. Commonly used micro-architectural covert channels are those that leave lasting…

密码学与安全 · 计算机科学 2020-06-24 Jacob Fustos , Michael Bechtel , Heechul Yun

Recent studies have revealed a security threat to natural language processing (NLP) models, called the Backdoor Attack. Victim models can maintain competitive performance on clean samples while behaving abnormally on samples with a specific…

计算与语言 · 计算机科学 2021-03-30 Wenkai Yang , Lei Li , Zhiyuan Zhang , Xuancheng Ren , Xu Sun , Bin He

Differentially private training offers a protection which is usually interpreted as a guarantee against membership inference attacks. By proxy, this guarantee extends to other threats like reconstruction attacks attempting to extract…

密码学与安全 · 计算机科学 2023-10-31 Jamie Hayes , Saeed Mahloujifar , Borja Balle

With the mainstream integration of machine learning into security-sensitive domains such as healthcare and finance, concerns about data privacy have intensified. Conventional artificial neural networks (ANNs) have been found vulnerable to…

密码学与安全 · 计算机科学 2025-03-11 Hamed Poursiami , Ihsen Alouani , Maryam Parsa

With the rapid increase in cloud computing, concerns surrounding data privacy, security, and confidentiality also have been increased significantly. Not only cloud providers are susceptible to internal and external hacks, but also in some…

密码学与安全 · 计算机科学 2020-01-27 M. Sadegh Riazi , Kim Laine , Blake Pelton , Wei Dai

Intel Trust Domain Extensions (TDX) is a new architectural extension in the 4th Generation Intel Xeon Scalable Processor that supports confidential computing. TDX allows the deployment of virtual machines in the Secure-Arbitration Mode…