Digital Watermarking for Generative AI

Watermarking Large Language Models in Europe: Interpreting the AI Act in Light of Technology

Authors: Thomas Souverain | Published: 2025-11-05
Digital Watermarking for Generative AI
Generative Model Characteristics
Transparency and Verification

Position: LLM Watermarking Should Align Stakeholders’ Incentives for Practical Adoption

Authors: Yepeng Liu, Xuandong Zhao, Dawn Song, Gregory W. Wornell, Yuheng Bu | Published: 2025-10-21
Incentive Mechanism
Digital Watermarking for Generative AI
Robustness of Watermarking Techniques

Large Language Models Are Effective Code Watermarkers

Authors: Rui Xu, Jiawei Chen, Zhaoxia Yin, Cong Kong, Xinpeng Zhang | Published: 2025-10-13
Prompt leaking
Robustness
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

RepoMark: A Data-Usage Auditing Framework for Code Large Language Models

Authors: Wenjie Qu, Yuguang Zhou, Bo Wang, Yuexin Li, Lionel Z. Wang, Jinyuan Jia, Jiaheng Zhang | Published: 2025-08-29 | Updated: 2025-11-03
Privacy Protection
Information Flow Analysis
Digital Watermarking for Generative AI

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