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Enclaves have emerged as a particularly compelling primitive to implement trusted execution environments: strongly isolated sensitive user-mode processes in a largely untrusted software environment. While the threat models employed by…

Cryptography and Security · Computer Science 2018-12-31 Ilia Lebedev , Kyle Hogan , Jules Drean , David Kohlbrenner , Dayeol Lee , Krste Asanović , Dawn Song , Srinivas Devadas

In the contemporary business landscape, collaboration across multiple organizations offers a multitude of opportunities, including reduced operational costs, enhanced performance, and accelerated technological advancement. The application…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-08 Valerio Goretti , Davide Basile , Luca Barbaro , Claudio Di Ciccio

Trusted Execution Environments (TEEs) are rapidly emerging as a root-of-trust for protecting sensitive applications and data using hardware-backed isolated worlds of execution. TEEs provide robust assurances regarding critical algorithm…

Cryptography and Security · Computer Science 2018-11-27 Carlton Shepherd , Raja N. Akram , Konstantinos Markantonakis

Trusted Execution Environments (TEEs) are designed to protect the privacy and integrity of data in use. They enable secure data processing and sharing in peer-to-peer networks, such as vehicular ad hoc networks of autonomous vehicles,…

Cryptography and Security · Computer Science 2025-07-22 Ceren Kocaoğullar , Gustavo Petri , Dominic P. Mulligan , Derek Miller , Hugo J. M. Vincent , Shale Xiong , Alastair R. Beresford

Trusted Execution Environments (TEEs) protect confidentiality and integrity of trusted applications by creating an isolated environment for executing code. Prior work has shown that users may feel more comfortable sharing data when they…

Human-Computer Interaction · Computer Science 2026-05-27 McKenna McCall , Carolina Carreira , Miguel Flores , Lorrie Faith Cranor

As an emerging technique for confidential computing, trusted execution environment (TEE) receives a lot of attention. To better develop, deploy, and run secure applications on a TEE platform such as Intel's SGX, both academic and industrial…

Cryptography and Security · Computer Science 2021-09-07 Weijie Liu , Hongbo Chen , XiaoFeng Wang , Zhi Li , Danfeng Zhang , Wenhao Wang , Haixu Tang

Today's cloud vendors are competing to provide various offerings to simplify and accelerate AI service deployment. However, cloud users always have concerns about the confidentiality of their runtime data, which are supposed to be processed…

Cryptography and Security · Computer Science 2020-08-14 Zhongshu Gu , Heqing Huang , Jialong Zhang , Dong Su , Hani Jamjoom , Ankita Lamba , Dimitrios Pendarakis , Ian Molloy

A key feature in trusted computing is attestation, which allows encapsulated components (enclaves) to prove their identity to (local or remote) distrusting components. Reasoning about software that uses the technique requires tracking how…

Programming Languages · Computer Science 2026-04-17 June Rousseau , Denis Carnier , Thomas Van Strydonck , Steven Keuchel , Dominique Devriese , Lars Birkedal

A growing framework of legal and ethical requirements limit scientific and commercial evalua-tion of personal data. Typically, pseudonymization, encryption, or methods of distributed com-puting try to protect individual privacy. However,…

Cryptography and Security · Computer Science 2018-11-21 Nikolaus von Bomhard , Bernd Ahlborn , Catherine Mason , Ulrich Mansmann

MLaaS (Machine Learning as a Service) has become popular in the cloud computing domain, allowing users to leverage cloud resources for running private inference of ML models on their data. However, ensuring user input privacy and secure…

Cryptography and Security · Computer Science 2024-04-12 Kishore Rajasekar , Randolph Loh , Kar Wai Fok , Vrizlynn L. L. Thing

Recent attacks have broken process isolation by exploiting microarchitectural side channels that allow indirect access to shared microarchitectural state. Enclaves strengthen the process abstraction to restore isolation guarantees. We…

Cryptography and Security · Computer Science 2019-08-30 Thomas Bourgeat , Ilia Lebedev , Andrew Wright , Sizhuo Zhang , Arvind , Srinivas Devadas

Web 3.0 platforms need an onboarding mechanism that can admit real users at scale without forcing them to reveal identity documents or pay one on-chain verification cost per user. Existing approaches typically rely on KYC-style disclosure,…

Networking and Internet Architecture · Computer Science 2026-04-16 Zibin Lin , Taotao Wang , Shengli Zhang , Long Shi , Boris Düdder , Shui Yu

Large Language Models (LLMs) are increasingly deployed on converged Cloud and High-Performance Computing (HPC) infrastructure. However, as LLMs handle confidential inputs and are fine-tuned on costly, proprietary datasets, their heightened…

Performance · Computer Science 2025-09-24 Marcin Chrapek , Marcin Copik , Etienne Mettaz , Torsten Hoefler

Federated learning has emerged as a popular paradigm for collaboratively training a model from data distributed among a set of clients. This learning setting presents, among others, two unique challenges: how to protect privacy of the…

Cryptography and Security · Computer Science 2021-05-07 Hanieh Hashemi , Yongqin Wang , Chuan Guo , Murali Annavaram

A peer-to-peer network, enabling different parties to jointly store and run computations on data while keeping the data completely private. Enigma's computational model is based on a highly optimized version of secure multi-party…

Cryptography and Security · Computer Science 2015-06-12 Guy Zyskind , Oz Nathan , Alex Pentland

The growth of cloud computing has revolutionized data processing and storage capacities to another levels of scalability and flexibility. But in the process, it has created a huge challenge of security, especially in terms of safeguarding…

Cryptography and Security · Computer Science 2025-11-07 Dhruv Deepak Agarwal , Aswani Kumar Cherukuri

The rapid evolution of Internet-of-Things (IoT) technologies has led to an emerging need to make it smarter. A variety of applications now run simultaneously on an ARM-based processor. For example, devices on the edge of the Internet are…

Cryptography and Security · Computer Science 2017-06-26 Le Guan , Peng Liu , Xinyu Xing , Xinyang Ge , Shengzhi Zhang , Meng Yu , Trent Jaeger

The HTTPS protocol has enforced a higher level of robustness to several attacks; however, it is not easy to set up the required certificates on intranets, nor is it effective in the case the server confidentiality is not reliable, as in the…

Cryptography and Security · Computer Science 2024-01-01 Marco Falda , Angela Grassi

Recent efforts to design and develop Cloud technologies focus on defining novel methods, policies and mechanisms for efficiently managing Cloud infrastructures. One key challenge potential Cloud customers have before renting resources is to…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-02-11 Dr. Rahul Malhotra , Prince Jain

Computer systems often provide hardware support for isolation mechanisms like privilege levels, virtual memory, or enclaved execution. Over the past years, several successful software-based side-channel attacks have been developed that…

Cryptography and Security · Computer Science 2020-01-30 Matteo Busi , Job Noorman , Jo Van Bulck , Letterio Galletta , Pierpaolo Degano , Jan Tobias Mühlberg , Frank Piessens