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Phung Lai

2 accepted papers

2023

Active Membership Inference Attack under Local Differential Privacy in Federated Learning

AISTATS 2023poster

Federated learning (FL) was originally regarded as a framework for collaborative learning among clients with data privacy protection through a coordinating server. In this paper, we propose a new active membership inference (AMI) attack carried out by a dishonest server in FL. In AMI attacks, the se…

2023

XRand: Differentially Private Defense against Explanation-Guided Attacks

AAAI 2023technical

Recent development in the field of explainable artificial intelligence (XAI) has helped improve trust in Machine-Learning-as-a-Service (MLaaS) systems, in which an explanation is provided together with the model prediction in response to each query. However, XAI also opens a door for adversaries to…

Cited by 19SourcePDFScholar