Generalizable and Interpretable RF Fingerprinting with Shapelet-Enhanced Large Language Models
Authors: Tianya Zhao, Junqing Zhang, Haowen Xu, Xiaoyan Sun, Jun Dai, Xuyu Wang | Published: 2026-02-03
Fingerprinting Method
DNF: Dual-Layer Nested Fingerprinting for Large Language Model Intellectual Property Protection
Authors: Zhenhua Xu, Yiran Zhao, Mengting Zhong, Dezhang Kong, Changting Lin, Tong Qiao, Meng Han | Published: 2026-01-13
CoTSRF: Utilize Chain of Thought as Stealthy and Robust Fingerprint of Large Language Models
Authors: Zhenzhen Ren, GuoBiao Li, Sheng Li, Zhenxing Qian, Xinpeng Zhang | Published: 2025-05-22
DuFFin: A Dual-Level Fingerprinting Framework for LLMs IP Protection
Authors: Yuliang Yan, Haochun Tang, Shuo Yan, Enyan Dai | Published: 2025-05-22
FP-VEC: Fingerprinting Large Language Models via Efficient Vector Addition
Authors: Zhenhua Xu, Wenpeng Xing, Zhebo Wang, Chang Hu, Chen Jie, Meng Han | Published: 2024-09-13
Unveiling the Digital Fingerprints: Analysis of Internet attacks based on website fingerprints
Authors: Blerim Rexha, Arbena Musa, Kamer Vishi, Edlira Martiri | Published: 2024-09-01
Hey, That’s My Model! Introducing Chain & Hash, An LLM Fingerprinting Technique
Authors: Mark Russinovich, Ahmed Salem | Published: 2024-07-15 | Updated: 2025-06-12
Erasing Radio Frequency Fingerprints via Active Adversarial Perturbation
Authors: Zhaoyi Lu, Wenchao Xu, Ming Tu, Xin Xie, Cunqing Hua, Nan Cheng | Published: 2024-06-11 | Updated: 2024-06-12
Large Language Models as Carriers of Hidden Messages
Authors: Jakub Hoscilowicz, Pawel Popiolek, Jan Rudkowski, Jedrzej Bieniasz, Artur Janicki | Published: 2024-06-04 | Updated: 2025-05-05
ProFLingo: A Fingerprinting-based Intellectual Property Protection Scheme for Large Language Models
Authors: Heng Jin, Chaoyu Zhang, Shanghao Shi, Wenjing Lou, Y. Thomas Hou | Published: 2024-05-03 | Updated: 2024-09-10