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Hung Viet Pham

2 accepted papers

2023

DisGUIDE: Disagreement-Guided Data-Free Model Extraction

AAAI 2023technical

Recent model-extraction attacks on Machine Learning as a Service (MLaaS) systems have moved towards data-free approaches, showing the feasibility of stealing models trained with difficult-to-access data. However, these attacks are ineffective or limited due to the low accuracy of extracted models an…

2021

Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training

NeurIPS 2021poster

Deep learning (DL) systems have been gaining popularity in critical tasks such as credit evaluation and crime prediction. Such systems demand fairness. Recent work shows that DL software implementations introduce variance: identical DL training runs (i.e., identical network, data, configuration, sof…

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