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The widening availability of hardware-based trusted execution environments (TEEs) has been accelerating the adaptation of new applications using TEEs. Recent studies showed that a cloud application consists of multiple distributed software…

Cryptography and Security · Computer Science 2022-12-23 Joongun Park , Seunghyo Kang , Sanghyeon Lee , Taehoon Kim , Jongse Park , Youngjin Kwon , Jaehyuk Huh

Recommenders are central in many applications today. The most effective recommendation schemes, such as those based on collaborative filtering (CF), exploit similarities between user profiles to make recommendations, but potentially expose…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-02 Akash Dhasade , Nevena Dresevic , Anne-Marie Kermarrec , Rafael Pires

Edge Intelligence (EI) integrates Edge Computing (EC) and Artificial Intelligence (AI) to push the capabilities of AI to the network edge for real-time, efficient and secure intelligent decision-making and computation. However, EI faces…

Machine Learning · Computer Science 2024-01-26 Xiaojie Wang , Beibei Wang , Yu Wu , Zhaolong Ning , Song Guo , Fei Richard Yu

Agentic AI systems, specifically LLM-driven agents that plan, invoke tools, maintain persistent memory, and delegate tasks to peer agents via protocols such as MCP and A2A, introduce a threat surface that differs materially from standalone…

Cryptography and Security · Computer Science 2026-05-08 Javad Forough , Marios Kogias , Hamed Haddadi

Hardware-assisted trusted execution environments (TEEs) are critical building blocks of many modern applications. However, they have a one-way isolation model that introduces a semantic gap between a TEE and its outside world. This lack of…

Cryptography and Security · Computer Science 2020-11-24 Zahra Tarkhani , Anil Madhavapeddy

Scientific computing sometimes involves computation on sensitive data. Depending on the data and the execution environment, the HPC (high-performance computing) user or data provider may require confidentiality and/or integrity guarantees.…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-27 Ayaz Akram , Anna Giannakou , Venkatesh Akella , Jason Lowe-Power , Sean Peisert

Many proposed methods for explaining machine learning predictions are in fact challenging to understand for nontechnical consumers. This paper builds upon an alternative consumer-driven approach called TED that asks for explanations to be…

Machine Learning · Computer Science 2020-01-17 Michael Hind , Dennis Wei , Yunfeng Zhang

Attestation is a fundamental building block to establish trust over software systems. When used in conjunction with trusted execution environments, it guarantees that genuine code is executed even when facing strong attackers, paving the…

Cryptography and Security · Computer Science 2022-04-19 Jämes Ménétrey , Christian Göttel , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

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…

Cryptography and Security · Computer Science 2022-05-13 Ferdinand Brasser , Patrick Jauernig , Frederik Pustelnik , Ahmad-Reza Sadeghi , Emmanuel Stapf

We present IPU Trusted Extensions (ITX), a set of experimental hardware extensions that enable trusted execution environments in Graphcore's AI accelerators. ITX enables the execution of AI workloads with strong confidentiality and…

Accurately measuring time passing is critical for many applications. However, in Trusted Execution Environments (TEEs) such as Intel SGX, the time source is outside the Trusted Computing Base: a malicious host can manipulate the TEE's…

Cryptography and Security · Computer Science 2025-12-12 Matthieu Bettinger , Sonia Ben Mokhtar , Pascal Felber , Etienne Rivière , Valerio Schiavoni , Anthony Simonet-Boulogne

Threat modelling is foundational to secure systems engineering and should be done in consideration of the context within which systems operate. On the other hand, the continuous evolution of both the technical sophistication of threats and…

Cryptography and Security · Computer Science 2023-05-30 Partha Das Chowdhury , Maria Sameen , Jenny Blessing , Nicholas Boucher , Joseph Gardiner , Tom Burrows , Ross Anderson , Awais Rashid

In this position paper, I argue that the best way to help and protect humans using AI technology is to make them aware of the intrinsic limitations and problems of AI algorithms. To accomplish this, I suggest three ethical guidelines to be…

Computers and Society · Computer Science 2021-12-03 Claudio S. Pinhanez

Integrity is critical for maintaining system security, as it ensures that only genuine software is loaded onto a machine. Although confidential virtual machines (CVMs) function within isolated environments separate from the host, it is…

Cryptography and Security · Computer Science 2024-10-25 Wenhao Wang , Linke Song , Benshan Mei , Shuang Liu , Shijun Zhao , Shoumeng Yan , XiaoFeng Wang , Dan Meng , Rui Hou

Our objective is to protect the integrity and confidentiality of applications operating in untrusted environments. Trusted Execution Environments (TEEs) are not a panacea. Hardware TEEs fail to protect applications against Sybil, Fork and…

Cryptography and Security · Computer Science 2023-11-13 Gabriel P. Fernandez , Andrey Brito , Ardhi Putra Pratama Hartono , Muhammad Usama Sardar , Christof Fetzer

Trusted Execution Environments (TEEs) have become a promising solution to secure DNN models on edge devices. However, the existing solutions either provide inadequate protection or introduce large performance overhead. Taking both security…

Cryptography and Security · Computer Science 2024-05-08 Ziyu Liu , Tong Zhou , Yukui Luo , Xiaolin Xu

Programmable logic controllers (PLCs) are crucial devices for implementing automated control in various industrial control systems (ICS), such as smart power grids, water treatment systems, manufacturing, and transportation systems. Owing…

Cryptography and Security · Computer Science 2024-03-11 Zhiang Li , Daisuke Mashima , Wen Shei Ong , Ertem Esiner , Zbigniew Kalbarczyk , Ee-Chien Chang

We present Airtnt, a novel scheme that enables users with CPUs that support Trusted Execution Environments (TEEs) and remote attestation to rent out computing time on secure enclaves to untrusted users. Airtnt makes use of the attestation…

Cryptography and Security · Computer Science 2018-05-17 Mustafa Al-Bassam , Alberto Sonnino , Michał Król , Ioannis Psaras

Protection of data-in-use is a key priority, for which Trusted Execution Environment (TEE) technology has unarguably emerged as a, possibly the most, promising solution. Multiple server-side TEE offerings have been released over the years,…

Cryptography and Security · Computer Science 2025-04-03 Luigi Coppolino , Salvatore D'Antonio , Davide Iasio , Giovanni Mazzeo , Luigi Romano

Trusted Execution Environments (TEEs) are gaining popularity as an effective means to provide confidentiality in the cloud. TEEs, such as Intel SGX, suffer from so-called rollback and cloning attacks (often referred to as forking attacks).…

Cryptography and Security · Computer Science 2026-01-15 Annika Wilde , Samira Briongos , Claudio Soriente , Ghassan Karame