Pointncbw: Towards dataset ownership verification for point clouds via negative clean-label backdoor watermark
Recently, point clouds have been widely used in computer vision, whereas their collection is
time-consuming and expensive. As such, point cloud datasets are the valuable intellectual …
time-consuming and expensive. As such, point cloud datasets are the valuable intellectual …
Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks
The vulnerability of machine learning models to Membership Inference Attacks (MIAs) has
garnered considerable attention in recent years. These attacks determine whether a data …
garnered considerable attention in recent years. These attacks determine whether a data …
Watermarking Large Language Models and the Generated Content: Opportunities and Challenges
R Zhang, F Koushanfar - arXiv preprint arXiv:2410.19096, 2024 - arxiv.org
The widely adopted and powerful generative large language models (LLMs) have raised
concerns about intellectual property rights violations and the spread of machine-generated …
concerns about intellectual property rights violations and the spread of machine-generated …
DEEPREG: A Trustworthy and Privacy-Friendly Ownership Regulatory Framework for Deep Learning Models
X Zhuang, L Zhang, C Tang, Y Li - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Well-trained deep learning (DL) models are widely recognized as valuable intellectual
property (IP) and have been extensively adopted. However, concerns regarding IP …
property (IP) and have been extensively adopted. However, concerns regarding IP …
How to Trace Latent Generative Model Generated Images without Artificial Watermark?
Latent generative models (eg, Stable Diffusion) have become more and more popular, but
concerns have arisen regarding potential misuse related to images generated by these …
concerns have arisen regarding potential misuse related to images generated by these …
Unharmful Backdoor-based Client-side Watermarking in Federated Learning
K Luo, KH Chow - arXiv preprint arXiv:2410.21179, 2024 - arxiv.org
Protecting intellectual property (IP) in federated learning (FL) is increasingly important as
clients contribute proprietary data to collaboratively train models. Model watermarking …
clients contribute proprietary data to collaboratively train models. Model watermarking …
SoK: On the Role and Future of AIGC Watermarking in the Era of Gen-AI
The rapid advancement of AI technology, particularly in generating AI-generated content
(AIGC), has transformed numerous fields, eg, art video generation, but also brings new risks …
(AIGC), has transformed numerous fields, eg, art video generation, but also brings new risks …
NSmark: Null Space Based Black-box Watermarking Defense Framework for Pre-trained Language Models
Pre-trained language models (PLMs) have emerged as critical intellectual property (IP)
assets that necessitate protection. Although various watermarking strategies have been …
assets that necessitate protection. Although various watermarking strategies have been …