On the Weaknesses of Backdoor-based Model Watermarking: An Information-theoretic Perspective
Authors: Aoting Hu, Yanzhi Chen, Renjie Xie, Adrian Weller | Published: 2024-09-10
Watermark Robustness
MCGMark: An Encodable and Robust Online Watermark for Tracing LLM-Generated Malicious Code
Authors: Kaiwen Ning, Jiachi Chen, Qingyuan Zhong, Tao Zhang, Yanlin Wang, Wei Li, Jingwen Zhang, Jianxing Yu, Yuming Feng, Weizhe Zhang, Zibin Zheng | Published: 2024-08-02 | Updated: 2025-04-21
Variational Randomized Smoothing for Sample-Wise Adversarial Robustness
Authors: Ryo Hase, Ye Wang, Toshiaki Koike-Akino, Jing Liu, Kieran Parsons | Published: 2024-07-16
GENIE: Watermarking Graph Neural Networks for Link Prediction
Authors: Venkata Sai Pranav Bachina, Ankit Gangwal, Aaryan Ajay Sharma, Charu Sharma | Published: 2024-06-07 | Updated: 2025-01-12
WaterPool: A Watermark Mitigating Trade-offs among Imperceptibility, Efficacy and Robustness
Authors: Baizhou Huang, Xiaojun Wan | Published: 2024-05-22
ATTAXONOMY: Unpacking Differential Privacy Guarantees Against Practical Adversaries
Authors: Rachel Cummings, Shlomi Hod, Jayshree Sarathy, Marika Swanberg | Published: 2024-05-02
zkLLM: Zero Knowledge Proofs for Large Language Models
Authors: Haochen Sun, Jason Li, Hongyang Zhang | Published: 2024-04-24
Reliable Model Watermarking: Defending Against Theft without Compromising on Evasion
Authors: Hongyu Zhu, Sichu Liang, Wentao Hu, Fangqi Li, Ju Jia, Shilin Wang | Published: 2024-04-21
Towards Better Statistical Understanding of Watermarking LLMs
Authors: Zhongze Cai, Shang Liu, Hanzhao Wang, Huaiyang Zhong, Xiaocheng Li | Published: 2024-03-19
DECOR: Enhancing Logic Locking Against Machine Learning-Based Attacks
Authors: Yinghua Hu, Kaixin Yang, Subhajit Dutta Chowdhury, Pierluigi Nuzzo | Published: 2024-03-04