Black-box Membership Inference Attacks against Fine-tuned Diffusion Models

13 December 2023

Papers citing "Black-box Membership Inference Attacks against Fine-tuned Diffusion Models"

18 / 18 papers shown

Title
ArtistAuditor: Auditing Artist Style Pirate in Text-to-Image Generation Models Linkang Du Zheng Zhu M. Chen Zhou Su S. Ji Peng Cheng Jiming Chen Zhikun Zhang DiffM WIGM MLAU 68 0 0 17 Apr 2025
Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Soumil Datta Shih-Chieh Dai Leo Yu Guanhong Tao WIGM 76 0 0 22 Nov 2024
Dual-Model Defense: Safeguarding Diffusion Models from Membership Inference Attacks through Disjoint Data Splitting Bao Q. Tran Viet Anh Nguyen Anh Tran Toan M. Tran 26 0 0 22 Oct 2024
Towards Reliable Verification of Unauthorized Data Usage in Personalized Text-to-Image Diffusion Models Boheng Li Yanhao Wei Yankai Fu Ziyi Wang Yiming Li Jie Zhang Run Wang Tianwei Zhang DiffM AAML 27 9 0 14 Oct 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 53 16 0 06 Aug 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 86 7 0 07 Jul 2024
EnTruth: Enhancing the Traceability of Unauthorized Dataset Usage in Text-to-image Diffusion Models with Minimal and Robust Alterations Jie Ren Yingqian Cui Chen Chen Vikash Sehwag Yue Xing Jiliang Tang Lingjuan Lyu WIGM 38 1 0 20 Jun 2024
Towards Black-Box Membership Inference Attack for Diffusion Models Jingwei Li Jingyi Dong Tianxing He Jingzhao Zhang 30 3 0 25 May 2024
Membership Inference on Text-to-Image Diffusion Models via Conditional Likelihood Discrepancy Shengfang Zhai Huanran Chen Yinpeng Dong Jiajun Li Qingni Shen Yansong Gao Hang Su Yang Liu EGVM 59 9 0 23 May 2024
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion Anton Razzhigaev Arseniy Shakhmatov Anastasia Maltseva V.Ya. Arkhipkin Igor Pavlov Ilya Ryabov Angelina Kuts Alexander Panchenko Andrey Kuznetsov Denis Dimitrov 48 78 0 05 Oct 2023
A Probabilistic Fluctuation based Membership Inference Attack for Diffusion Models Wenjie Fu Huandong Wang Chen Gao Guanghua Liu Yong Li Tao Jiang DiffM 29 11 0 23 Aug 2023
PriSampler: Mitigating Property Inference of Diffusion Models Hailong Hu Jun Pang DiffM 20 3 0 08 Jun 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 270 4,244 0 30 Jan 2023
BAFFLE: Hiding Backdoors in Offline Reinforcement Learning Datasets Chen Gong Zhou Yang Yunru Bai Junda He Jieke Shi ... Arunesh Sinha Bowen Xu Xinwen Hou David Lo Guoliang Fan AAML OffRL 18 7 0 07 Oct 2022
Talk-to-Edit: Fine-Grained Facial Editing via Dialog Yuming Jiang Ziqi Huang Xingang Pan Chen Change Loy Ziwei Liu DiffM 107 126 0 09 Sep 2021
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning Krishna Srinivasan K. Raman Jiecao Chen Michael Bendersky Marc Najork VLM 208 310 0 02 Mar 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
Systematic Evaluation of Privacy Risks of Machine Learning Models Liwei Song Prateek Mittal MIACV 196 358 0 24 Mar 2020