5 papers
CSGuard: Toward Forgery-Resistant Watermarking in Diffusion Models via Compressed Sensing Constraint
Jiewei Lai, Lan Zhang, Chen Tang +4
Latent-based diffusion model watermarking embeds watermarks into generated images' latent space to enable content attribution, offering a training-free solution for intellectual pr…
SIGMark: Scalable In-Generation Watermark with Blind Extraction for Video Diffusion
Xinjie Zhu, Zijing Zhao, Hui Jin +5
Artificial Intelligence Generated Content (AIGC), particularly video generation with diffusion models, has been advanced rapidly. Invisible watermarking is a key technology for pro…
Activation-Space Anchored Access Control for Multi-Class Permission Reasoning in Large Language Models
Zhaopeng Zhang, Pengcheng Sun, Lan Zhang +4
Large language models (LLMs) are increasingly deployed over knowledge bases for efficient knowledge retrieval and question answering. However, LLMs can inadvertently answer beyond…
Untraceable DeepFakes via Traceable Fingerprint Elimination
Jiewei Lai, Lan Zhang, Chen Tang +3
Recent advancements in DeepFakes attribution technologies have significantly enhanced forensic capabilities, enabling the extraction of traces left by generative models (GMs) in im…
Invariant-based Robust Weights Watermark for Large Language Models
Qingxiao Guo, Xinjie Zhu, Yilong Ma +4
Watermarking technology has gained significant attention due to the increasing importance of intellectual property (IP) rights, particularly with the growing deployment of large la…