collaborators

5 papers

cs.CV2026

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…

cs.CV2026

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…

cs.CL2026

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…

cs.CR2025

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…

cs.CR2025

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…