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Federated Learning and Analytics (FLA) have seen widespread adoption by technology platforms for processing sensitive on-device data. However, basic FLA systems have privacy limitations: they do not necessarily require anonymization…

With the advancement of machine learning (ML) and its growing awareness, many organizations who own data but not ML expertise (data owner) would like to pool their data and collaborate with those who have expertise but need data from…

Cryptography and Security · Computer Science 2021-11-09 Chengliang Zhang , Junzhe Xia , Baichen Yang , Huancheng Puyang , Wei Wang , Ruichuan Chen , Istemi Ekin Akkus , Paarijaat Aditya , Feng Yan

Enclave deployments often fail to simultaneously be secure (e.g., resistant to side channel attacks), powerful (i.e., as fast as an off-the-shelf server), and flexible (i.e., unconstrained by development hurdles). In this paper, we present…

Cryptography and Security · Computer Science 2023-08-01 Philipp Winter , Ralph Giles , Moritz Schafhuber , Hamed Haddadi

The popularity of the Java programming language has led to its wide adoption in cloud computing infrastructures. However, Java applications running in untrusted clouds are vulnerable to various forms of privileged attacks. The emergence of…

Cryptography and Security · Computer Science 2025-10-14 Peterson Yuhala , Jämes Ménétrey , Pascal Felber , Valerio Schiavoni , Alain Tchana , Gaël Thomas , Hugo Guiroux , Jean-Pierre Lozi

Software services are increasingly migrating to the cloud, requiring trust in actors with direct access to the hardware, software and data comprising the service. A distributed datastore storing critical data sits at the core of many…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-18 Andrew Jeffery , Julien Maffre , Heidi Howard , Richard Mortier

Large Language Models (LLMs) are increasingly used in circuit design tasks and have typically undergone multiple rounds of training. Both the trained models and their associated training data are considered confidential intellectual…

Artificial Intelligence · Computer Science 2025-07-23 Dong Ben , Hui Feng , Qian Wang

Speculative execution techniques have been a cornerstone of modern processors to improve instruction-level parallelism. However, recent studies showed that this kind of techniques could be exploited by attackers to leak secret data via…

Cryptography and Security · Computer Science 2021-07-20 Bowen Tang , Chenggang Wu , Zhe Wang , Lichen Jia , Pen-Chung Yew , Yueqiang Cheng , Yinqian Zhang , Chenxi Wang , Guoqing Harry Xu

Microcode is an abstraction layer used by modern x86 processors that interprets user-visible CISC instructions to hardware-internal RISC instructions. The capability to update x86 microcode enables a vendor to modify CPU behavior in-field,…

Cryptography and Security · Computer Science 2020-07-08 Benjamin Kollenda , Philipp Koppe , Marc Fyrbiak , Christian Kison , Christof Paar , Thorsten Holz

Trusted Execution Environments (TEEs) are a feature of modern central processing units (CPUs) that aim to provide a high assurance, isolated environment in which to run workloads that demand both confidentiality and integrity. Hardware and…

Cryptography and Security · Computer Science 2023-08-16 Arttu Paju , Muhammad Owais Javed , Juha Nurmi , Juha Savimäki , Brian McGillion , Billy Bob Brumley

The growing complexity of modern computing platforms and the need for strong isolation protections among their software components has led to the increased adoption of Trusted Execution Environments (TEEs). While several commercial and…

Cryptography and Security · Computer Science 2022-05-26 Moritz Schneider , Ramya Jayaram Masti , Shweta Shinde , Srdjan Capkun , Ronald Perez

Timing channels enable data leakage that threatens the security of computer systems, from cloud platforms to smartphones and browsers executing untrusted third-party code. Preventing unauthorised information flow is a core duty of the…

Operating Systems · Computer Science 2018-10-17 Qian Ge , Yuval Yarom , Tom Chothia , Gernot Heiser

Smartphone owners often need to run security-critical programs on the same device as other untrusted and potentially malicious programs. This requires users to trust hardware and system software to correctly sandbox malicious programs,…

Cryptography and Security · Computer Science 2022-10-24 Zhihao Yao , Seyed Mohammadjavad Seyed Talebi , Mingyi Chen , Ardalan Amiri Sani , Thomas Anderson

Both AMD and Intel have presented technologies for confidential computing in cloud environments. The proposed solutions - AMD SEV (-ES, -SNP) and Intel TDX - protect Virtual Machines (VMs) against attacks from higher privileged layers…

Cryptography and Security · Computer Science 2021-09-23 Felicitas Hetzelt , Martin Radev , Robert Buhren , Mathias Morbitzer , Jean-Pierre Seifert

Data confidentiality is an important requirement for clients when outsourcing databases to the cloud. Trusted execution environments, such as Intel SGX, offer an efficient, hardware-based solution to this cryptographic problem. Existing…

Cryptography and Security · Computer Science 2020-02-13 Benny Fuhry , Jayanth Jain H A , Florian Kerschbaum

There is increasing interest in using Linux in the real-time domain due to the emergence of cloud and edge computing, the need to decrease costs, and the growing number of complex functional and non-functional requirements of real-time…

Operating Systems · Computer Science 2023-07-28 Gautam Gala , Isser Kadusale , Gerhard Fohler

With the increasing popularity of cloud based machine learning (ML) techniques there comes a need for privacy and integrity guarantees for ML data. In addition, the significant scalability challenges faced by DRAM coupled with the high…

Cryptography and Security · Computer Science 2025-08-25 Peterson Yuhala , Pascal Felber , Valerio Schiavoni , Alain Tchana

Isolation is a long-standing challenge of software security. Traditional privilege rings and virtual memory are more and more augmented with concepts such as capabilities, protection keys, and powerful enclaves. At the same time, we are…

Cryptography and Security · Computer Science 2021-05-10 Stefan Steinegger , David Schrammel , Samuel Weiser , Pascal Nasahl , Stefan Mangard

The Linux kernel is one of the most important Free/Libre Open Source Software (FLOSS) projects. It is installed on billions of devices all over the world, which process various sensitive, confidential or simply private data. It is crucial…

Software Engineering · Computer Science 2020-01-07 Denis Efremov , Ilya Shchepetkov

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

Modern GPUs increasingly rely on specialized hardware units and asynchronous coordination mechanisms, so performance depends on orchestrating data movement, tensor-core computation, and synchronization rather than exposing more thread-level…

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