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Privacy and security-related concerns are growing as machine learning reaches diverse application domains. The data holders want to train with private data while exploiting accelerators, such as GPUs, that are hosted in the cloud. However,…

Cryptography and Security · Computer Science 2021-05-04 Hanieh Hashemi , Yongqin Wang , Murali Annavaram

Machine learning has become a critical component of modern data-driven online services. Typically, the training phase of machine learning techniques requires to process large-scale datasets which may contain private and sensitive…

Cryptography and Security · Computer Science 2019-02-13 Roland Kunkel , Do Le Quoc , Franz Gregor , Sergei Arnautov , Pramod Bhatotia , Christof Fetzer

We investigate identity lease, a new type of service in which users lease their identities to third parties by providing them with full or restricted access to their online accounts or credentials. We discuss how identity lease could be…

Cryptography and Security · Computer Science 2019-05-10 Ivan Puddu , Daniele Lain , Moritz Schneider , Elizaveta Tretiakova , Sinisa Matetic , Srdjan Capkun

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

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…

Cryptography and Security · Computer Science 2019-06-18 Carlos Segarra , Ricard Delgado-Gonzalo , Mathieu Lemay , Pierre-Louis Aublin , Peter Pietzuch , Valerio Schiavoni

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…

Cryptography and Security · Computer Science 2025-01-07 Aghiles Ait Messaoud , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

Novel confidential computing technologies such as Intel TDX, AMD SEV, and Arm CCA have recently emerged. In practice, due to its minimal trust boundaries, Intel SGX still remains widely used for enclave-based applications in cloud…

Cryptography and Security · Computer Science 2026-05-11 Matti Schulze , Thorsten Holz , Felix Freiling

Over the past few years, several research groups have introduced innovative hardware designs for Trusted Execution Environments (TEEs), aiming to secure applications against potentially compromised privileged software, including the kernel.…

Cryptography and Security · Computer Science 2024-10-07 Gwenn Le Gonidec , Maria Méndez Real , Guillaume Bouffard , Jean-Christophe Prévotet

This paper presents SgxPectre Attacks that exploit the recently disclosed CPU bugs to subvert the confidentiality and integrity of SGX enclaves. Particularly, we show that when branch prediction of the enclave code can be influenced by…

Cryptography and Security · Computer Science 2019-09-12 Guoxing Chen , Sanchuan Chen , Yuan Xiao , Yinqian Zhang , Zhiqiang Lin , Ten H. Lai

Fault-injection attacks have been proven in the past to be a reliable way of bypassing hardware-based security measures, such as cryptographic hashes, privilege and access permission enforcement, and trusted execution environments. However,…

Cryptography and Security · Computer Science 2019-12-11 Zijo Kenjar , Tommaso Frassetto , David Gens , Michael Franz , Ahmad-Reza Sadeghi

The logic of many protocols relies on time measurements. However, in Trusted Execution Environments (TEEs) like Intel SGX, the time source is outside the Trusted Computing Base: a malicious system hosting the TEE can manipulate that TEE's…

Cryptography and Security · Computer Science 2025-07-29 Matthieu Bettinger , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

The confidentiality of cryptographic keys is essential for the security of protection schemes used for communication, file encryption, and outsourced computation. Beyond cryptanalytic attacks, adversaries can steal keys from memory via…

Cryptography and Security · Computer Science 2024-10-03 Fabian Schwarz , Jan Philipp Thoma , Christian Rossow , Tim Güneysu

A smart contract on a blockchain cannot keep a secret because its data is replicated on all nodes in a network. To remedy this problem, it has been suggested to combine blockchains with trusted execution environments (TEEs), such as Intel…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-23 Marcus Brandenburger , Christian Cachin , Rüdiger Kapitza , Alessandro Sorniotti

The cloud computing landscape has evolved significantly in recent years, embracing various sandboxes to meet the diverse demands of modern cloud applications. These sandboxes encompass container-based technologies like Docker and gVisor,…

Cryptography and Security · Computer Science 2024-05-27 Debopriya Roy Dipta , Thore Tiemann , Berk Gulmezoglu , Eduard Marin , Thomas Eisenbarth

The browser history reveals highly sensitive information about users, such as financial status, health conditions, or political views. Private browsing modes and anonymity networks are consequently important tools to preserve the privacy…

Cryptography and Security · Computer Science 2017-05-16 Berk Gulmezoglu , Andreas Zankl , Thomas Eisenbarth , Berk Sunar

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

We present \texttt{secml}, an open-source Python library for secure and explainable machine learning. It implements the most popular attacks against machine learning, including test-time evasion attacks to generate adversarial examples…

Machine Learning · Computer Science 2022-05-16 Maura Pintor , Luca Demetrio , Angelo Sotgiu , Marco Melis , Ambra Demontis , Battista Biggio

Attestation is a fundamental building block to establish trust over software systems. When used in conjunction with trusted execution environments, it guarantees the genuineness of the code executed against powerful attackers and threats,…

Cryptography and Security · Computer Science 2022-09-26 Jämes Ménétrey , Christian Göttel , Anum Khurshid , Marcelo Pasin , Pascal Felber , Valerio Schiavoni , Shahid Raza

Many safety-critical systems require timely processing of sensor inputs to avoid potential safety hazards. Additionally, to support useful application features, such systems increasingly have a large rich operating system (OS) at the cost…

Cryptography and Security · Computer Science 2026-02-04 Richard Habeeb , Man-Ki Yoon , Hao Chen , Zhong Shao

Today, large amounts of valuable data are distributed among millions of user-held devices, such as personal computers, phones, or Internet-of-things devices. Many companies collect such data with the goal of using it for training machine…

Machine Learning · Computer Science 2020-08-21 Valentin Hartmann , Konark Modi , Josep M. Pujol , Robert West
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