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Confidential computing (CC) or trusted execution enclaves (TEEs) is now the most common approach to enable secure computing in the cloud. The recent introduction of GPU TEEs by NVIDIA enables machine learning (ML) models to be trained…

密码学与安全 · 计算机科学 2025-08-15 Jonghyun Lee , Yongqin Wang , Rachit Rajat , Murali Annavaram

The growing replication crisis across disciplines such as economics, finance, and other social sciences as well as computer science undermines the credibility of academic research. Current institutional solutions -- such as artifact…

密码学与安全 · 计算机科学 2026-03-27 Jiasun Li , Project Team

Processing sensitive data, such as those produced by body sensors, on third-party untrusted clouds is particularly challenging without compromising the privacy of the users generating it. Typically, these sensors generate large quantities…

密码学与安全 · 计算机科学 2019-06-18 Carlos Segarra , Ricard Delgado-Gonzalo , Mathieu Lemay , Pierre-Louis Aublin , Peter Pietzuch , Valerio Schiavoni

Decentralized smart contracts enable trustless collaboration but suffer from limited privacy and scalability, which hinders broader adoption. Trusted Execution Environment (TEE) based off-chain execution frameworks offer a promising…

密码学与安全 · 计算机科学 2025-11-07 Keyu Zhang , Andrew Martin

To ensure secure and trustworthy execution of applications, vendors frequently embed trusted execution environments into their systems. Here, applications are protected from adversaries, including a malicious operating system. TEEs are…

密码学与安全 · 计算机科学 2021-03-10 Pascal Nasahl , Robert Schilling , Mario Werner , Stefan Mangard

Leveraging parallel hardware (e.g. GPUs) for deep neural network (DNN) training brings high computing performance. However, it raises data privacy concerns as GPUs lack a trusted environment to protect the data. Trusted execution…

密码学与安全 · 计算机科学 2022-06-20 Yue Niu , Ramy E. Ali , Salman Avestimehr

As Machine Learning (ML) gets applied to security-critical or sensitive domains, there is a growing need for integrity and privacy for outsourced ML computations. A pragmatic solution comes from Trusted Execution Environments (TEEs), which…

机器学习 · 统计学 2019-02-28 Florian Tramèr , Dan Boneh

Personal cryptographic keys are the foundation of many secure services, but storing these keys securely is a challenge, especially if they are used from multiple devices. Storing keys in a centralized location, like an Internet-accessible…

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

General-purpose operating systems (GPOS), such as Linux, encompass several million lines of code. Statistically, a larger code base inevitably leads to a higher number of potential vulnerabilities and inherently a more vulnerable system. To…

密码学与安全 · 计算机科学 2022-09-14 Samuel Pereira , Joao Sousa , Sandro Pinto , José Martins , David Cerdeira

The blockchain-based smart contract lacks privacy since the contract state and instruction code are exposed to the public. Combining smart-contract execution with Trusted Execution Environments (TEEs) provides an efficient solution, called…

密码学与安全 · 计算机科学 2022-04-21 Rujia Li , Qin Wang , Qi Wang , David Galindo , Mark Ryan

The growing adoption of IoT devices in our daily life is engendering a data deluge, mostly private information that needs careful maintenance and secure storage system to ensure data integrity and protection. Also, the prodigious IoT…

密码学与安全 · 计算机科学 2020-08-13 Md Shihabul Islam , Mustafa Safa Ozdayi , Latifur Khan , Murat Kantarcioglu

Side-channel information leakage is a known limitation of SGX. Researchers have demonstrated that secret-dependent information can be extracted from enclave execution through page-fault access patterns. Consequently, various recent research…

密码学与安全 · 计算机科学 2017-02-27 Ferdinand Brasser , Urs Müller , Alexandra Dmitrienko , Kari Kostiainen , Srdjan Capkun , Ahmad-Reza Sadeghi

Web3 applications require execution platforms that maintain confidentiality and integrity without relying on centralized trust authorities. While Trusted Execution Environments (TEEs) offer promising capabilities for confidential computing,…

密码学与安全 · 计算机科学 2025-09-16 Shunfan Zhou , Kevin Wang , Hang Yin

Internet of Things (IoT) devices sit at the intersection of unwieldy software complexity and unprecedented attacker access. This unique position comes with a daunting security challenge: how can I protect both proprietary code and…

密码学与安全 · 计算机科学 2023-10-26 Prakhar Sah , Matthew Hicks

In recent years, the widespread informatization and rapid data explosion have increased the demand for high-performance heterogeneous systems that integrate multiple computing cores such as CPUs, Graphics Processing Units (GPUs),…

密码学与安全 · 计算机科学 2026-01-27 Qifan Wang , David Oswald

Trusted Execution Environments (TEEs) are gradually adopted by major cloud providers, offering a practical option of \emph{confidential computing} for users who don't fully trust public clouds. TEEs use CPU-enabled hardware features to…

密码学与安全 · 计算机科学 2023-08-15 AKM Mubashwir Alam , Keke Chen

Cloud computing has emerged as a corner stone of today's computing landscape. More and more customers who outsource their infrastructure benefit from the manageability, scalability and cost saving that come with cloud computing. Those…

密码学与安全 · 计算机科学 2022-05-13 Ferdinand Brasser , Patrick Jauernig , Frederik Pustelnik , Ahmad-Reza Sadeghi , Emmanuel Stapf

Key-Value Stores (KVSs) are No-SQL databases that store data as key-value pairs and have gained popularity due to their simplicity, scalability, and fast retrieval capabilities. However, storing sensitive data in KVSs requires strong…

密码学与安全 · 计算机科学 2025-01-07 Aghiles Ait Messaoud , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

With the increasing popularity of Internet of Things (IoT) devices, security concerns have become a major challenge: confidential information is constantly being transmitted (sometimes inadvertently) from user devices to untrusted cloud…

密码学与安全 · 计算机科学 2023-05-05 Peterson Yuhala

Process attestation systems verify that a continuous physical process, such as human authorship, actually occurred, rather than merely checking system state. These systems face a fundamental dependability challenge: the evidence collection…

密码学与安全 · 计算机科学 2026-05-26 David Condrey