Digital Watermarking for Generative AI

Watermarking LLM-Generated Datasets in Downstream Tasks

Authors: Yugeng Liu, Tianshuo Cong, Michael Backes, Zheng Li, Yang Zhang | Published: 2025-06-16
Prompt leaking
Model Protection Methods
Digital Watermarking for Generative AI

Enhancing Watermarking Quality for LLMs via Contextual Generation States Awareness

Authors: Peiru Yang, Xintian Li, Wanchun Ni, Jinhua Yin, Huili Wang, Guoshun Nan, Shangguang Wang, Yongfeng Huang, Tao Qi | Published: 2025-06-09
Information-Theoretic Approach
Digital Watermarking for Generative AI
Robustness of Watermarking Techniques

From Trade-off to Synergy: A Versatile Symbiotic Watermarking Framework for Large Language Models

Authors: Yidan Wang, Yubing Ren, Yanan Cao, Binxing Fang | Published: 2025-05-15
Model DoS
Digital Watermarking for Generative AI
Watermark Removal Technology

MorphMark: Flexible Adaptive Watermarking for Large Language Models

Authors: Zongqi Wang, Tianle Gu, Baoyuan Wu, Yujiu Yang | Published: 2025-05-14 | Updated: 2025-05-20
Text Generation Method
Digital Watermarking for Generative AI
Watermark Robustness

LLM-Text Watermarking based on Lagrange Interpolation

Authors: Jarosław Janas, Paweł Morawiecki, Josef Pieprzyk | Published: 2025-05-09 | Updated: 2025-05-13
LLM Security
Prompt leaking
Digital Watermarking for Generative AI

Detecting LLM-Generated Peer Reviews

Authors: Vishisht Rao, Aounon Kumar, Himabindu Lakkaraju, Nihar B. Shah | Published: 2025-03-20 | Updated: 2025-05-19
Prompt Injection
Digital Watermarking for Generative AI
Watermark Design

Mark Your LLM: Detecting the Misuse of Open-Source Large Language Models via Watermarking

Authors: Yijie Xu, Aiwei Liu, Xuming Hu, Lijie Wen, Hui Xiong | Published: 2025-03-06 | Updated: 2025-03-15
Digital Watermarking for Generative AI
Generative Model
Watermark Removal Technology

Secret Collusion among Generative AI Agents: Multi-Agent Deception via Steganography

Authors: Sumeet Ramesh Motwani, Mikhail Baranchuk, Martin Strohmeier, Vijay Bolina, Philip H. S. Torr, Lewis Hammond, Christian Schroeder de Witt | Published: 2024-02-12 | Updated: 2025-04-14
Privacy Enhancing Technology
Prompt leaking
Digital Watermarking for Generative AI

Quantifying and Attributing the Hallucination of Large Language Models via Association Analysis

Authors: Li Du, Yequan Wang, Xingrun Xing, Yiqun Ya, Xiang Li, Xin Jiang, Xuezhi Fang | Published: 2023-09-11
Detection of Hallucinations
Role of Artificial Intelligence
Digital Watermarking for Generative AI

Robust Distortion-free Watermarks for Language Models

Authors: Rohith Kuditipudi, John Thickstun, Tatsunori Hashimoto, Percy Liang | Published: 2023-07-28 | Updated: 2024-06-06
Text Perturbation Method
Digital Watermarking for Generative AI
Statistical Hypothesis Testing