Machine learning with confidential computing: A systematization of knowledge

F Mo, Z Tarkhani, H Haddadi - ACM computing surveys, 2024 - dl.acm.org
Privacy and security challenges in Machine Learning (ML) have become increasingly
severe, along with ML's pervasive development and the recent demonstration of large attack …

Survey of research on confidential computing

D Feng, Y Qin, W Feng, W Li, K Shang… - IET …, 2024 - Wiley Online Library
As the global data strategy deepens and data elements accelerate integrating and flowing
more rapidly, the demand for data security and privacy protection has become increasingly …

Aster: Fixing the android tee ecosystem with arm cca

M Kuhne, S Sridhara, A Bertschi, N Dutly… - arXiv preprint arXiv …, 2024 - arxiv.org
The Android ecosystem relies on either TrustZone (eg, OP-TEE, QTEE, Trusty) or trusted
hypervisors (pKVM, Gunyah) to isolate security-sensitive services from malicious apps and …

Ascend-CC: Confidential Computing on Heterogeneous NPU for Emerging Generative AI Workloads

A Dhar, C Thorens, LM Lazier, L Cavigelli - arXiv preprint arXiv …, 2024 - arxiv.org
Cloud workloads have dominated generative AI based on large language models (LLM).
Specialized hardware accelerators, such as GPUs, NPUs, and TPUs, play a key role in AI …

Devlore: Extending Arm CCA to Integrated Devices A Journey Beyond Memory to Interrupt Isolation

A Bertschi, S Sridhara, F Groschupp, M Kuhne… - arXiv preprint arXiv …, 2024 - arxiv.org
Arm Confidential Computing Architecture (CCA) executes sensitive computation in an
abstraction called realm VMs and protects it from the hypervisor, host OS, and other co …

Confidential Computing on Heterogeneous Systems: Survey and Implications

Q Wang, D Oswald - arXiv preprint arXiv:2408.11601, 2024 - arxiv.org
In recent years, the widespread informatization and rapid data explosion have increased the
demand for high-performance heterogeneous systems that integrate multiple computing …

[PDF][PDF] Hardening and Adapting Trusted Execution Environments for Emerging Platforms

F Sang - 2024 - gts3.org
HARDENING AND ADAPTING TRUSTED EXECUTION ENVIRONMENTS FOR EMERGING
PLATFORMS A Dissertation Presented to The Academic Faculty By Page 1 HARDENING AND …