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I know what you trained last summer: A survey on stealing machine learning models and defences
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 …
even the most complex Machine Learning models available for clients via, eg, a pay-per …
Improving the reliability of deep neural networks in NLP: A review
Deep learning models have achieved great success in solving a variety of natural language
processing (NLP) problems. An ever-growing body of research, however, illustrates the …
processing (NLP) problems. An ever-growing body of research, however, illustrates the …
Amnesiac machine learning
Abstract The Right to be Forgotten is part of the recently enacted General Data Protection
Regulation (GDPR) law that affects any data holder that has data on European Union …
Regulation (GDPR) law that affects any data holder that has data on European Union …
Machine learning security: Threats, countermeasures, and evaluations
Machine learning has been pervasively used in a wide range of applications due to its
technical breakthroughs in recent years. It has demonstrated significant success in dealing …
technical breakthroughs in recent years. It has demonstrated significant success in dealing …
[PDF][PDF] CloudLeak: Large-scale deep learning models stealing through adversarial examples.
Cloud-based Machine Learning as a Service (MLaaS) is gradually gaining acceptance as a
reliable solution to various real-life scenarios. These services typically utilize Deep Neural …
reliable solution to various real-life scenarios. These services typically utilize Deep Neural …
Deep learning for launching and mitigating wireless jamming attacks
An adversarial machine learning approach is introduced to launch jamming attacks on
wireless communications and a defense strategy is presented. A cognitive transmitter uses a …
wireless communications and a defense strategy is presented. A cognitive transmitter uses a …
Adversarial machine learning in wireless communications using RF data: A review
Machine learning (ML) provides effective means to learn from spectrum data and solve
complex tasks involved in wireless communications. Supported by recent advances in …
complex tasks involved in wireless communications. Supported by recent advances in …
Deep learning for wireless communications
Existing communication systems exhibit inherent limitations in translating theory to practice
when handling the complexity of optimization for emerging wireless applications with high …
when handling the complexity of optimization for emerging wireless applications with high …
Copycat cnn: Stealing knowledge by persuading confession with random non-labeled data
In the past few years, Convolutional Neural Networks (CNNs) have been achieving state-of-
the-art performance on a variety of problems. Many companies employ resources and …
the-art performance on a variety of problems. Many companies employ resources and …
Exploring connections between active learning and model extraction
Machine learning is being increasingly used by individuals, research institutions, and
corporations. This has resulted in the surge of Machine Learning-as-a-Service (MLaaS) …
corporations. This has resulted in the surge of Machine Learning-as-a-Service (MLaaS) …