An LLM-empowered Adaptive Evolutionary Algorithm For Multi-Component Deep Learning Systems

Haoxiang Tian, Xingshuo Han, Guoquan Wu, An Guo, Yuan Zhou, Jie Zhang, Shuo Li, Jun Wei, Tianwei Zhang

Security Analysis and Adaptive False Data Injection against MultiSensor Fusion Localization for Autonomous Driving

Linqing Hu, Junqi Zhang, Jie Zhang, Shaoyin Cheng, Yuyi Wang, Weiming Zhang, Nenghai Yu

ART: Automatic Red-teaming for Text-to-Image Models to Protect Benign Users

Guanlin Li, Kangjie Chen, Shudong Zhang, Jie Zhang, Tianwei Zhang

[Code]

The Ghost Navigator: Revisiting the Hidden Vulnerability of Localization in Autonomous Driving

Junqi Zhang, Shaoyin Cheng, Linqing Hu, Jie Zhang, Chengyu Shi, Xingshuo Han, Tianwei Zhang, Yueqiang Cheng, Weiming Zhang

[Demo]

Towards Reliable Verification of Unauthorized Data Usage in Personalized Text-to-Image Diffusion Models

Boheng Li, Yanhao Wei, Yankai Fu, Zhenting Wang, Yiming Li, Jie Zhang [Corresponding Author], Run Wang, Tianwei Zhang

[Code]

THEMIS: Regulating Textual Inversion for Personalized Concept Censorship

Yutong Wu, Jie Zhang [Corresponding Author], Florian Kerschbaum, and Tianwei Zhang

[Code]

Model X-ray : Detecting Backdoored Models via Decision Boundary

Yanghao Su, Jie Zhang [Corresponding Author], Ting Xu, Tianwei Zhang, Weiming Zhang, and Nenghai Yu

[Code]

FacialPulse: An Efficient RNN-based Depression Detection via Temporal Facial Landmarks

Ruiqi Wang, Jinyang Huang, Jie Zhang [Corresponding Author], Xin Liu, Xiang Zhang, Zhi Liu, Peng Zhao, Sigui Chen, and Xiao Sun

[Code] [Oral (3.97%)]

Robust-Wide: Robust Watermarking against Instruction-driven Image Editing

Runyi Hu, Jie Zhang [Corresponding Author], Ting Xu, Tianwei Zhang, and Jiwei Li

[Code]

AquaLoRA: Toward White-box Protection for Customized Stable Diffusion Models via Watermark LoRA

Weitao Feng, Wenbo Zhou, Jiyan He, Jie Zhang [Corresponding Author], Tianyi Wei, Guanlin Li, Tianwei Zhang, Weiming Zhang, and Nenghai Yu

[Code]

Transferable Facial Privacy Protection against Blind Face Restoration via Domain-Consistent Adversarial Obfuscation

Kui Zhang, Hang Zhou, Jie Zhang, Wenbo Zhou, Weiming Zhang, Nenghai Yu

Unlearning during Learning: An Streamlined Federated Machine Unlearning Method

Hanlin Gu, Gongxi Zhu, Jie Zhang, Yuxing Han, Lixin Fan, Qiang Yang

[Code]

GenderCARE: A Comprehensive Framework for Assessing and Reducing Gender Bias in Large Language Models

Kunsheng Tang, Wenbo Zhou, Jie Zhang [Corresponding Author], Aishan Liu, Gelei Deng, Shuai Li, Peigui Qi, Weiming Zhang, Tianwei Zhang, Nenghai Yu

[Code]

Robust Model Watermarking for Image Processing Networks via Structure Consistency

Jie Zhang, Dongdong Chen, Jing Liao, Zehua Ma, Han Fang, Weiming Zhang, Hua Gang, Nenghai Yu

SAME: Sample Reconstruction Against Model Extraction Attacks

Yi Xie, Jie Zhang, Shiqian Zhao, Tianwei Zhang, Xiaofeng Chen

Personalization as a Shortcut for Few-Shot Backdoor Attack against Text-to-Image Diffusion Models

Yihao Huang, Felix Juefei-Xu, Qing Guo, Jie Zhang, Yutong Wu, Ming Hu, Tianlin Li, Geguang Pu, Yang Liu

[Code]

Data-Free Hard-Label Robustness Stealing Attack

Xiaojian Yuan, Kejiang Chen, Wen Huang, Jie Zhang, Weiming Zhang, Nenghai Yu

[Code]

Attribute-Aware Head Swapping Guided by 3d Modeling

Wenbo Zhou, Dongdong Chen, Jing Liao, Jie Zhang, Kejiang Chen, Weiming Zhang, Nenghai Yu

Detecting Voice Cloning Attacks via Timbre Watermarking

Chang Liu, Jie Zhang [Corresponding Author], Tianwei Zhang, Xi Yang, Weiming Zhang, Nenghai Yu

[Project]

Digital Watermarking for Machine Learning Models - Chapter 6: Protecting Image Processing Networks via Model Watermarking

Jie Zhang, Dongdong Chen, Jing Liao, Weiming Zhang, Nenghai Yu

A Robust Database Watermarking Scheme That Preserves Statistical Characteristics

Zhiwen Ren, Han Fang, Jie Zhang, Zehua Ma, Ronghao Lin, Weiming Zhang, Nenghai Yu

ProTegO: Protect Text Content against OCR Extraction Attack

Yanru He, Kejiang Chen, Guoqiang Chen, Zehua Ma, Kui Zhang, Jie Zhang, Huanyu Bian, Han Fang, Weiming Zhang, Nenghai Yu

[Code]

Ada3Diff: Defending against 3D Adversarial Point Clouds via Adaptive Diffusion

Kui Zhang, Hang Zhou, Jie Zhang, Qidong Huang, Weiming Zhang, and Nenghai Yu

[Code]

Model Access Control Based on Hidden Adversarial Examples for Automatic Speech Recognition

Haozhe Chen, Jie Zhang [Corresponding Author], Kejiang Chen, Weiming Zhang, Nenghai Yu

AutoStegaFont: Synthesizing Vector Fonts for Hiding Information in Documents

Xi Yang, Jie Zhang [equal contribution], Han Fang, Zehua Ma, Chang Liu, Weiming Zhang, Nenghai Yu

[Demo]

DeAR: A Deep-learning-based Audio Re-cording Resilient Watermarking

Chang Liu, Jie Zhang [equal contribution], Han Fang, Zehua Ma, Weiming Zhang, Nenghai Yu

Pseudo Label-Guided Model Inversion Attack via Conditional Generative Adversarial Network

Xiaojian Yuan, Kejiang Chen, Wen Huang, Jie Zhang, Weiming Zhang, Nenghai Yu

[Code]

Tracing Text Provenance via Context-Aware Lexical Substitution

Xi Yang, Jie Zhang [Corresponding Author], Kejiang Chen, Weiming Zhang, Zehua Ma, Feng Wang, Nenghai Yu

Poison Ink: Robust and Invisible Backdoor Attack

Jie Zhang, Dongdong Chen, Jing Liao, Qidong Huang, Hua Gang, Weiming Zhang, Nenghai Yu

[Code]

Deep Model Intellectual Property Protection via Deep Watermarking

Jie Zhang, Dongdong Chen, Jing Liao, Weiming Zhang, Hua Gang, Huamin Feng, Nenghai Yu

[Code]

Initiative defense against facial manipulation

Qidong Huang, Jie Zhang [equal contribution], Wenbo Zhou, Weiming Zhang, Nenghai Yu

[Code]

Reversible Watermarking in Deep Convolutional Neural Networks for Integrity Authentication

Xiquan Guan, Huamin Feng, Weiming Zhang, Hang Zhou, Jie Zhang, Nenghai Yu

Passport-aware Normalization for Deep Model Protection

Jie Zhang, Dongdong Chen, Jing Liao, Weiming Zhang, Hua Gang, Nenghai Yu

[Code]

Model Watermarking for Image Processing Networks

Jie Zhang, Dongdong Chen, Jing Liao, Han Fang, Weiming Zhang, Wenbo Zhou, Hao Cui, Nenghai Yu

[Code]