I know what you trained last summer: A survey on stealing machine learning models and defences

D Oliynyk, R Mayer, A Rauber - ACM Computing Surveys, 2023 - dl.acm.org
Machine-Learning-as-a-Service (MLaaS) has become a widespread paradigm, making
even the most complex Machine Learning models available for clients via, eg, a pay-per …

A comprehensive defense framework against model extraction attacks

W Jiang, H Li, G Xu, T Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As a promising service, Machine Learning as a Service (MLaaS) provides personalized
inference functions for clients through paid APIs. Nevertheless, it is vulnerable to model …

An Impact of Evasion Attacks on Machine Learning Algorithms

M Gunasekaran - 2024 Second International Conference on …, 2024 - ieeexplore.ieee.org
The research aims to demonstrate the susceptibility of Machine Learning Algorithms to
adversarial attacks. Machine Learning is pivotal in diverse applications across …

Evaluating the resilience of cloud NLP services across Amazon, Microsoft, and Google

JR Barbosa - 2023 - repositorio.ufal.br
Natural Language Processing (NLP) has revolutionized industries, streamlining customer
service through applications in healthcare, finance, legal, and human resources domains …