Sok: Memorization in general-purpose large language models

V Hartmann, A Suri, V Bindschaedler, D Evans… - arXiv preprint arXiv …, 2023 - arxiv.org
Large Language Models (LLMs) are advancing at a remarkable pace, with myriad
applications under development. Unlike most earlier machine learning models, they are no …

False claims against model ownership resolution

J Liu, R Zhang, S Szyller, K Ren, N Asokan - 33rd USENIX Security …, 2024 - usenix.org
Deep neural network (DNN) models are valuable intellectual property of model owners,
constituting a competitive advantage. Therefore, it is crucial to develop techniques to protect …

Grove: Ownership verification of graph neural networks using embeddings

A Waheed, V Duddu, N Asokan - arXiv preprint arXiv:2304.08566, 2023 - arxiv.org
Graph neural networks (GNNs) have emerged as a state-of-the-art approach to model and
draw inferences from large scale graph-structured data in various application settings such …