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Protecting data in the cloud continues to gain in importance, with encryption being used to achieve the desired data protection. While there is desire to use encryption, various cloud components do not want to deal with key management,…

密码学与安全 · 计算机科学 2017-12-22 Somnath Chakrabarti , Brandon Baker , Mona Vij

Collaborative filtering (CF) has been proven to be one of the most effective techniques for recommendation. Among all CF approaches, SimpleX is the state-of-the-art method that adopts a novel loss function and a proper number of negative…

分布式、并行与集群计算 · 计算机科学 2023-05-04 Chengming Zhang , Shaden Smith , Baixi Sun , Jiannan Tian , Jonathan Soifer , Xiaodong Yu , Shuaiwen Leon Song , Yuxiong He , Dingwen Tao

Arm Cortex-M processors are the most widely used 32-bit microcontrollers among embedded and Internet-of-Things devices. Despite the widespread usage, there has been little effort in summarizing their hardware security features,…

密码学与安全 · 计算机科学 2024-05-15 Xi Tan , Zheyuan Ma , Sandro Pinto , Le Guan , Ning Zhang , Jun Xu , Zhiqiang Lin , Hongxin Hu , Ziming Zhao

Multi-Party Computation (MPC) is a technique enabling data from several sources to be used in a secure computation revealing only the result while protecting the original data, facilitating shared utilization of data sets gathered by…

密码学与安全 · 计算机科学 2020-07-03 Pierre-Francois Wolfe , Rushi Patel , Robert Munafo , Mayank Varia , Martin Herbordt

Traditional side-channels take advantage of secrets being used as inputs to unsafe instructions, used for memory accesses, or used in control flow decisions. Constant-time programming, which restricts such code patterns, has been widely…

密码学与安全 · 计算机科学 2026-01-21 Reshabh K Sharma , Dan Grossman , David Kohlbrenner

Secure Multi-Party Computation (MPC) is an area of cryptography that enables computation on sensitive data from multiple sources while maintaining privacy guarantees. However, theoretical MPC protocols often do not scale efficiently to…

密码学与安全 · 计算机科学 2019-01-03 Valerie Chen , Valerio Pastro , Mariana Raykova

Many applications benefit from computations over the data of multiple users while preserving confidentiality. We present a solution where multiple mutually distrusting users' data can be aggregated with an acceptable overhead, while…

密码学与安全 · 计算机科学 2024-10-15 Marcus Birgersson , Cyrille Artho , Musard Balliu

With the alarming rate of security advisories and privacy concerns on connected devices, there is an urgent need for strong isolation guarantees in resource-constrained devices that demand very lightweight solutions. However, the status quo…

操作系统 · 计算机科学 2020-04-13 Zahra Tarkhani , Anil Madhavapeddy

As the memory channel count is confined by physical dimensions, memory expanders appear to be a promising approach to extending memory capacity and channels by augmenting the existing I/O interface (e.g., PCIe) with memory-semantic…

硬件体系结构 · 计算机科学 2026-03-30 Younghoon Ko , Hyemin Park , Hyuk-Jae Lee , Hyokeun Lee

Memory disaggregation via CXL enables multi-host resource sharing. However, existing CXL sharing mechanisms enforce coarse-grained, host-level permissions only, leaving isolation to the operating system. Today, virtual memory enables…

硬件体系结构 · 计算机科学 2026-05-29 Kaustav Goswami , Sean Peisert , Venkatesh Akella , Jason Lowe-Power

CXLMemSim is a fast, lightweight simulation framework that enables performance characterization of memory systems based on Compute Express Link (CXL) .mem technology. CXL.mem allows disaggregation and pooling of memory to mitigate memory…

性能 · 计算机科学 2025-06-18 Yiwei Yang , Brian Zhao , Yusheng Zheng , Pooneh Safayenikoo , Tanvir Ahmed Khan , Andi Quinn

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…

密码学与安全 · 计算机科学 2025-09-05 Gang Liu , Ningjie Li , Cen Chen

Hardware-supported security mechanisms like Intel Software Guard Extensions (SGX) provide strong security guarantees, which are particularly relevant in cloud settings. However, their reliance on physical hardware conflicts with cloud…

密码学与安全 · 计算机科学 2018-10-04 Fritz Alder , Arseny Kurnikov , Andrew Paverd , N. Asokan

In modern computing environments, hardware resources are commonly shared, and parallel computation is widely used. Parallel tasks can cause privacy and security problems if proper isolation is not enforced. Intel proposed SGX to create a…

密码学与安全 · 计算机科学 2017-08-22 Ahmad Moghimi , Gorka Irazoqui , Thomas Eisenbarth

Current low-level exploits often rely on code-reuse, whereby short sections of code (gadgets) are chained together into a coherent exploit that can be executed without the need to inject any code. Several protection mechanisms attempt to…

软件工程 · 计算机科学 2016-05-27 Andreas Follner , Alexandre Bartel , Eric Bodden

Secure multi-party computation (MPC) facilitates privacy-preserving computation between multiple parties without leaking private information. While most secure deep learning techniques utilize MPC operations to achieve feasible…

密码学与安全 · 计算机科学 2024-07-30 Ke Lin , Yasir Glani , Ping Luo

Secure multiparty computation (MPC) allows joint privacy-preserving computations on data of multiple parties. Although MPC has been studied substantially, building solutions that are practical in terms of computation and communication cost…

网络与互联网体系结构 · 计算机科学 2010-02-16 Martin Burkhart , Mario Strasser , Dilip Many , Xenofontas Dimitropoulos

The increasing adoption of Large Language Models (LLMs) in cloud environments raises critical security concerns, particularly regarding model confidentiality and data privacy. Confidential computing, enabled by Trusted Execution…

性能 · 计算机科学 2025-02-18 Ben Dong , Qian Wang

Recently, the outstanding performance reached by neural networks in many tasks has led to their deployment in autonomous systems, such as robots and vehicles. However, neural networks are not yet trustworthy, being prone to different types…

系统与控制 · 电气工程与系统科学 2025-09-26 Federico Nesti , Niko Salamini , Mauro Marinoni , Giorgio Maria Cicero , Gabriele Serra , Alessandro Biondi , Giorgio Buttazzo

Trusted Execution Environments (TEEs), such as Intel Software Guard eXtensions (SGX), are considered as a promising approach to resolve security challenges in clouds. TEEs protect the confidentiality and integrity of application code and…