Digital Watermarking for Generative AI

PMark: Towards Robust and Distortion-free Semantic-level Watermarking with Channel Constraints

Authors: Jiahao Huo, Shuliang Liu, Bin Wang, Junyan Zhang, Yibo Yan, Aiwei Liu, Xuming Hu, Mingxun Zhou | Published: 2025-09-25
Algorithm
Digital Watermarking for Generative AI
Robustness of Watermarking Techniques

Character-Level Perturbations Disrupt LLM Watermarks

Authors: Zhaoxi Zhang, Xiaomei Zhang, Yanjun Zhang, He Zhang, Shirui Pan, Bo Liu, Asif Qumer Gill, Leo Yu Zhang | Published: 2025-09-11
Attack Method
Digital Watermarking for Generative AI
Watermark Design

FPEdit: Robust LLM Fingerprinting through Localized Knowledge Editing

Authors: Shida Wang, Chaohu Liu, Yubo Wang, Linli Xu | Published: 2025-08-04
Deepfake
Digital Watermarking for Generative AI
Watermark

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

Watermarking Degrades Alignment in Language Models: Analysis and Mitigation

Authors: Apurv Verma, NhatHai Phan, Shubhendu Trivedi | Published: 2025-06-04 | Updated: 2025-07-10
Performance Evaluation Metrics
Digital Watermarking for Generative AI
Watermark

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