Search Results for author: Tianxiu Xie

Found 2 papers, 0 papers with code

A2-DIDM: Privacy-preserving Accumulator-enabled Auditing for Distributed Identity of DNN Model

no code implementations7 May 2024 Tianxiu Xie, Keke Gai, Jing Yu, Liehuang Zhu, Kim-Kwang Raymond Choo

Model identity auditing is a challenging issue in protecting intellectual property of DNN models and verifying the integrity and ownership of models for guaranteeing trusts in transactions is one of the critical obstacles.

Privacy Preserving

Binary Linear Tree Commitment-based Ownership Protection for Distributed Machine Learning

no code implementations11 Jan 2024 Tianxiu Xie, Keke Gai, Jing Yu, Liehuang Zhu

Distributed machine learning enables parallel training of extensive datasets by delegating computing tasks across multiple workers.

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