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SoK: On the Role and Future of AIGC Watermarking in the Era of Gen-AI

18 November 2024

Papers citing "SoK: On the Role and Future of AIGC Watermarking in the Era of Gen-AI"

36 / 36 papers shown

Title
FIT-Print: Towards False-claim-resistant Model Ownership Verification via Targeted Fingerprint Shuo Shao Haozhe Zhu Hongwei Yao Yiming Li Tianwei Zhang Zhan Qin Kui Ren AAML 449 0 0 26 Jan 2025
Watermark Smoothing Attacks against Language Models Hongyan Chang Hamed Hassani Reza Shokri WaLM 116 3 0 19 Jul 2024
GROOT: Generating Robust Watermark for Diffusion-Model-Based Audio Synthesis Weizhi Liu Yue Li Dongdong Lin Hui Tian Haizhou Li WIGM 81 10 0 15 Jul 2024
Large Language Model Watermark Stealing With Mixed Integer Programming Zhaoxi Zhang Xiaomei Zhang Yanjun Zhang Leo Yu Zhang Chao Chen Shengshan Hu Asif Gill Shirui Pan AAML 52 6 0 30 May 2024
Explanation as a Watermark: Towards Harmless and Multi-bit Model Ownership Verification via Watermarking Feature Attribution Shuo Shao Yiming Li Hongwei Yao Yiling He Zhan Qin Kui Ren 91 18 0 08 May 2024
Who Followed the Blueprint? Analyzing the Responses of U.S. Federal Agencies to the Blueprint for an AI Bill of Rights Darren Lage Riley Pruitt Jason Ross Arnold ELM 47 45 0 29 Apr 2024
Generative Text Steganography with Large Language Model Jiaxuan Wu Zhengxian Wu Yiming Xue Juan Wen Wanli Peng 69 9 0 16 Apr 2024
Watermark-embedded Adversarial Examples for Copyright Protection against Diffusion Models Peifei Zhu Tsubasa Takahashi Hirokatsu Kataoka WIGM 61 16 0 15 Apr 2024
Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models Zijin Yang Kai Zeng Kejiang Chen Han Fang Weiming Zhang Neng H. Yu DiffM WIGM 84 55 0 07 Apr 2024
Which Model Generated This Image? A Model-Agnostic Approach for Origin Attribution Fengyuan Liu Haochen Luo Yiming Li Philip Torr Jindong Gu VLM 52 7 0 03 Apr 2024
Learning to Watermark LLM-generated Text via Reinforcement Learning Xiaojun Xu Yuanshun Yao Yang Liu 85 14 0 13 Mar 2024
Cross-Attention Watermarking of Large Language Models Folco Bertini Baldassini H. Nguyen Ching-Chung Chang Isao Echizen WaLM 41 2 0 12 Jan 2024
A Somewhat Robust Image Watermark against Diffusion-based Editing Models Mingtian Tan Tianhao Wang Somesh Jha WIGM 63 3 0 22 Nov 2023
Watermarks in the Sand: Impossibility of Strong Watermarking for Generative Models Hanlin Zhang Benjamin L. Edelman Danilo Francati Daniele Venturi G. Ateniese Boaz Barak WaLM 225 64 0 07 Nov 2023
Publicly-Detectable Watermarking for Language Models Jaiden Fairoze Sanjam Garg Somesh Jha Saeed Mahloujifar Mohammad Mahmoody Mingyuan Wang WaLM 182 51 0 27 Oct 2023
Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand Junfeng Guo Yiming Li Lixu Wang Shu-Tao Xia Heng-Chiao Huang Cong Liu Boheng Li 78 61 0 09 Oct 2023
DUAW: Data-free Universal Adversarial Watermark against Stable Diffusion Customization Xiaoyu Ye Hao Huang Jiaqi An Yongtao Wang WIGM 71 23 0 19 Aug 2023
A Brief Yet In-Depth Survey of Deep Learning-Based Image Watermarking Agnibh Dasgupta A. Das Fahad Alrasheedi A. Tanvir 74 2 0 08 Aug 2023
Robust Distortion-free Watermarks for Language Models Rohith Kuditipudi John Thickstun Tatsunori Hashimoto Percy Liang WaLM 86 182 0 28 Jul 2023
Generative Watermarking Against Unauthorized Subject-Driven Image Synthesis Yi Ma Zhengyu Zhao Xinlei He Zheng Li Michael Backes Yang Zhang AAML WIGM 82 21 0 13 Jun 2023
Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust Yuxin Wen John Kirchenbauer Jonas Geiping Tom Goldstein WIGM 101 115 0 31 May 2023
DiffusionShield: A Watermark for Copyright Protection against Generative Diffusion Models Yingqian Cui Jie Ren Han Xu Pengfei He Hui Liu Lichao Sun Yue Xing Jiliang Tang WIGM 81 35 0 25 May 2023
Evading Watermark based Detection of AI-Generated Content Zhengyuan Jiang Jinghuai Zhang Neil Zhenqiang Gong WIGM 78 82 0 05 May 2023
Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images Zeyu Lu Di Huang Lei Bai Jingjing Qu Chengzhi Wu Xihui Liu Wanli Ouyang 75 58 0 25 Apr 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 114 197 0 27 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,748 0 15 Mar 2023
Watermarking in Secure Federated Learning: A Verification Framework Based on Client-Side Backdooring Wenyuan Yang Shuo Shao Yue Yang Xiyao Liu Ximeng Liu Zhihua Xia Gerald Schaefer Hui Fang FedML 49 23 0 14 Nov 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 496 15,768 0 20 Dec 2021
Watermarking Images in Self-Supervised Latent Spaces Pierre Fernandez Alexandre Sablayrolles Teddy Furon Hervé Jégou Matthijs Douze WIGM 60 87 0 17 Dec 2021
Defending against Model Stealing via Verifying Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yong Jiang Shutao Xia Xiaochun Cao AAML 78 64 0 07 Dec 2021
CMUA-Watermark: A Cross-Model Universal Adversarial Watermark for Combating Deepfakes Hao Huang Yongtao Wang Zhaoyu Chen Yuze Zhang Yuheng Li Zhi Tang Wei Chu Jingdong Chen Weisi Lin K. Ma AAML 96 93 0 23 May 2021
Model Watermarking for Image Processing Networks Jie Zhang Dongdong Chen Jing Liao Han Fang Weiming Zhang Wenbo Zhou Hao Cui Nenghai Yu WIGM AAML 81 132 0 25 Feb 2020
Distortion Agnostic Deep Watermarking Xiyang Luo Ruohan Zhan Huiwen Chang Feng Yang P. Milanfar WIGM 60 164 0 14 Jan 2020
ROMark: A Robust Watermarking System Using Adversarial Training Huiying Li Sergul Aydore AAML 54 39 0 02 Oct 2019
SteganoGAN: High Capacity Image Steganography with GANs Ke-Yue Zhang Alfredo Cuesta-Infante Lei Xu K. Veeramachaneni GAN 65 212 0 12 Jan 2019
Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring Yossi Adi Carsten Baum Moustapha Cissé Benny Pinkas Joseph Keshet 65 682 0 13 Feb 2018