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Encrypted Data Processing

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arxiv 2109.09821 v1 pith:DLDAGSJW submitted 2021-09-20 cs.CR cs.AR

classification cs.CRcs.AR
keywords datacomputingarchitectureconfidentialedapsoftwaretrustadded
verification ladder T0 review T1 audit T2 compute T3 formal

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In this paper, we present a comprehensive architecture for confidential computing, which we show to be general purpose and quite efficient. It executes the application as is, without any added burden or discipline requirements from the application developers. Furthermore, it does not require the trust of system software at the computing server and does not impose any added burden on the communication subsystem. The proposed Encrypted Data Processing (EDAP) architecture accomplishes confidentiality, authenticity, and freshness of the key-based cryptographic data protection by adopting data encryption with a multi-level key protection scheme. It guarantees that the user data is visible only in non-privileged mode to a designated program trusted by the data owner on a designated hardware, thus protecting the data from an untrusted hardware, hypervisor, OS, or other users' applications. The cryptographic keys and protocols used for achieving these confidential computing requirements are described in a use case example. Encrypting and decrypting data in an EDAP-enabled processor can lead to performance degradation as it adds cycle time to the overall execution. However, our simulation result shows that the slowdown is only 6% on average across a collection of commercial workloads when the data encryption engine is placed between the L1 and L2 cache. We demonstrate that the EDAP architecture is valuable and practicable in the modern cloud environment for confidential computing. EDAP delivers a zero trust model of computing where the user software does not trust system software and vice versa.

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Cited by 1 Pith paper

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  1. Zero-Trust Foundation Models: A New Paradigm for Secure and Collaborative Artificial Intelligence for Internet of Things

    cs.CR 2025-05 conditional novelty 4.0 of 10

    The paper defines the ZTFM concept, identifies four zero-trust principles, reviews enabling technologies and threats, and lays out open research challenges for AI-driven IoT security.

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