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Data transmission with obfuscation using an obfuscation unit for a data processing (DP) accelerator

A technology of fuzzy processing and data processing, which is applied in the direction of electrical digital data processing, systems based on fuzzy logic, architecture with a single central processing unit, etc., and can solve problems such as impractical, unprotected data transmission, and slow solutions

Pending Publication Date: 2021-03-12
BAIDU USA LLC +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] For example, data transfers for AI training data, models, and inference output may be unprotected and may be leaked to untrusted parties
Also, cryptographic key based solutions can be slow and impractical

Method used

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  • Data transmission with obfuscation using an obfuscation unit for a data processing (DP) accelerator
  • Data transmission with obfuscation using an obfuscation unit for a data processing (DP) accelerator
  • Data transmission with obfuscation using an obfuscation unit for a data processing (DP) accelerator

Examples

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Embodiment Construction

[0019] Various embodiments and aspects of the invention will be described with reference to details discussed below and illustrated in the accompanying drawings. The following description and drawings are illustrative of the present invention and should not be construed as limiting the present invention. Numerous specific details are described in order to provide a thorough understanding of various embodiments of the invention. However, in certain instances, well-known or conventional details are not described in order to provide a concise discussion of embodiments of the invention.

[0020] Reference in this specification to "one embodiment" or "an embodiment" means that a particular feature, structure, or characteristic described in connection with the embodiment can be included in at least one embodiment of the present invention. Recitations of the phrase "in one embodiment" in various places in this specification do not necessarily all refer to the same embodiment.

[00...

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PUM

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Abstract

According to one embodiment, a host communicates with a data processing (DP) accelerator using an obfuscation scheme. The DP accelerator receives a training request from a host, the training request includes an obfuscated data that includes one or more AI models and / or training input data. The DP accelerator de-obfuscates, by an obfuscation unit of the DP accelerator, the obfuscated data to obtainthe one or more AI models. The DP accelerator trains the one or more AI models based on the training input data.

Description

technical field [0001] Embodiments of the invention generally relate to obfuscating multi-party computations. More specifically, embodiments of the present invention relate to obfuscated data transfers using an obfuscation unit for data processing (DP) accelerators. Background technique [0002] Data processing (DP) accelerators such as artificial intelligence (AI) accelerators or coprocessors are increasingly executing sensitive transactions. This increases the need to secure the communication channel for the DP accelerator, as well as the need to secure the environment of the host system to protect the host system from unauthorized access. [0003] For example, data transfers for AI training data, models, and inference outputs may be unprotected and leaked to untrusted parties. Also, solutions based on cryptographic keys can be slow and impractical. Therefore, there is a need for a system that can obfuscate data transmissions for DP accelerators whether or not passwords...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F21/60G06N7/02G06F15/78
CPCG06F21/602G06N7/02G06F15/7807H04L63/0428G06F21/606G06F21/6245G06N20/00H04L9/12G06N20/10H04L2209/125H04L2209/16G06F9/5027G06F2221/2125G06F21/1066
Inventor 程越强朱贺飞
Owner BAIDU USA LLC
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