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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…

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

In a large-scale distributed machine learning system, coded computing has attracted wide-spread attention since it can effectively alleviate the impact of stragglers. However, several emerging problems greatly limit the performance of coded…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-10 Houming Qiu , Kun Zhu , Nguyen Cong Luong , Dusit Niyato

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

Network Function Virtualization (NFV) promises the benefits of reduced infrastructure, personnel, and management costs by outsourcing network middleboxes to the public or private cloud. Unfortunately, running network functions in the cloud…

Networking and Internet Architecture · Computer Science 2018-02-05 Dmitrii Kuvaiskii , Somnath Chakrabarti , Mona Vij

Privacy-preserving computation (PPC) methods, such as secure multiparty computation (MPC) and homomorphic encryption (HE), are deployed increasingly often to guarantee data confidentiality in computations over private, distributed data.…

Cryptography and Security · Computer Science 2024-04-17 Tariq Bontekoe , Dimka Karastoyanova , Fatih Turkmen

Intel Trust Domain Extensions (TDX) is a new architectural extension in the 4th Generation Intel Xeon Scalable Processor that supports confidential computing. TDX allows the deployment of virtual machines in the Secure-Arbitration Mode…

Cryptography and Security · Computer Science 2023-03-29 Pau-Chen Cheng , Wojciech Ozga , Enriquillo Valdez , Salman Ahmed , Zhongshu Gu , Hani Jamjoom , Hubertus Franke , James Bottomley

As the cloud computing paradigm has gained prominence, the need for verifiable computation has grown increasingly urgent. The concept of verifiable computation enables a weak client to outsource difficult computations to a powerful, but…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-02-23 Justin Thaler , Mike Roberts , Michael Mitzenmacher , Hanspeter Pfister

Outsourcing data into the cloud becomes popular thanks to the pay-as-you-go paradigm. However, such practice raises privacy concerns. The conventional way to achieve data privacy is to encrypt sensitive data before outsourcing. When data…

Databases · Computer Science 2017-08-23 Somayeh Moghadam , Jérôme Darmont , Gérald Gavin

Trusted execution environments (TEEs) such as \intelsgx facilitate the secure execution of an application on untrusted machines. Sadly, such environments suffer from serious limitations and performance overheads in terms of writing back…

Cryptography and Security · Computer Science 2022-05-16 Sandeep Kumar , Abhisek Panda , Smruti R. Sarangi

Existing tools to detect side-channel attacks on Intel SGX are grounded on the observation that attacks affect the performance of the victim application. As such, all detection tools monitor the potential victim and raise an alarm if the…

Cryptography and Security · Computer Science 2022-07-01 Jianyu Jiang , Claudio Soriente , Ghassan Karame

Modern data centers have grown beyond CPU nodes to provide domain-specific accelerators such as GPUs and FPGAs to their customers. From a security standpoint, cloud customers want to protect their data. They are willing to pay additional…

Cryptography and Security · Computer Science 2022-11-02 Aritra Dhar , Supraja Sridhara , Shweta Shinde , Srdjan Capkun , Renzo Andri

Cloud providers are extending support for trusted hardware primitives such as Intel SGX. Simultaneously, the field of deep learning is seeing enormous innovation as well as an increase in adoption. In this paper, we ask a timely question:…

Cryptography and Security · Computer Science 2019-09-06 Karan Grover , Shruti Tople , Shweta Shinde , Ranjita Bhagwan , Ramachandran Ramjee

Trusted Execution Environments (TEEs), such as Intel Software Guard Extensions (SGX), ensure the confidentiality and integrity of user applications when using cloud computing resources. However, in the multi-party cloud computing scenario,…

Cryptography and Security · Computer Science 2024-07-08 Linan Tian , Yunke Shen , Zhiqiang Li

Recent research has demonstrated that Intel's SGX is vulnerable to software-based side-channel attacks. In a common attack, the adversary monitors CPU caches to infer secret-dependent data accesses patterns. Known defenses have major…

Cryptography and Security · Computer Science 2019-12-13 Ferdinand Brasser , Srdjan Capkun , Alexandra Dmitrienko , Tommaso Frassetto , Kari Kostiainen , Ahmad-Reza Sadeghi

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

Protecting data in the cloud continues to gain in importance, with encryption being used to achieve the desired data protection. While there is desire to use encryption, various cloud components do not want to deal with key management,…

Cryptography and Security · Computer Science 2017-12-22 Somnath Chakrabarti , Brandon Baker , Mona Vij

Recent studies demonstrate that effective healthcare can benefit from using the human genomic information. For instance, analysis of tumor genomes has revealed 140 genes whose mutations contribute to cancer. As a result, many institutions…

Cryptography and Security · Computer Science 2017-03-09 Md Nazmus Sadat , Md Momin Al Aziz , Noman Mohammed , Feng Chen , Shuang Wang , Xiaoqian Jiang

Intel SGX enables memory isolation and static integrity verification of code and data stored in user-space memory regions called enclaves. SGX effectively shields the execution of enclaves from the underlying untrusted OS. Attackers cannot…

Cryptography and Security · Computer Science 2022-06-16 Flavio Toffalini , Mathias Payer , Jianying Zhou , Lorenzo Cavallaro

Intel SGX and hypervisors isolate non-privileged programs from other software, ensuring confidentiality and integrity. However, side-channel attacks continue to threaten Intel SGX's security, enabling malicious OS to manipulate PTE present…

Cryptography and Security · Computer Science 2025-09-05 Gang Liu , Ningjie Li , Cen Chen
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