Watermark Robustness

Towards Better Statistical Understanding of Watermarking LLMs

Authors: Zhongze Cai, Shang Liu, Hanzhao Wang, Huaiyang Zhong, Xiaocheng Li | Published: 2024-03-19
Watermarking
Optimization Problem
Watermark Robustness

DECOR: Enhancing Logic Locking Against Machine Learning-Based Attacks

Authors: Yinghua Hu, Kaixin Yang, Subhajit Dutta Chowdhury, Pierluigi Nuzzo | Published: 2024-03-04
Watermarking
Watermark Robustness
Defense Method

Evasive Hardware Trojan through Adversarial Power Trace

Authors: Behnam Omidi, Khaled N. Khasawneh, Ihsen Alouani | Published: 2024-01-04
Watermarking
Adversarial attack
Watermark Robustness

Optimizing watermarks for large language models

Authors: Bram Wouters | Published: 2023-12-28
Optimization Methods
Watermark Robustness
Watermark Evaluation

EncryIP: A Practical Encryption-Based Framework for Model Intellectual Property Protection

Authors: Xin Mu, Yu Wang, Zhengan Huang, Junzuo Lai, Yehong Zhang, Hui Wang, Yue Yu | Published: 2023-12-19
Watermarking
Model Performance Evaluation
Watermark Robustness

Rethinking Robustness of Model Attributions

Authors: Sandesh Kamath, Sankalp Mittal, Amit Deshpande, Vineeth N Balasubramanian | Published: 2023-12-16
Robustness Evaluation
Watermark Robustness
Watermark Evaluation

Unsupervised and Supervised learning by Dense Associative Memory under replica symmetry breaking

Authors: Linda Albanese, Andrea Alessandrelli, Alessia Annibale, Adriano Barra | Published: 2023-12-15
Convergence Property
Watermark Robustness
Watermark Evaluation

Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More

Authors: Jan Schuchardt, Yan Scholten, Stephan Günnemann | Published: 2023-12-05 | Updated: 2024-01-15
Robustness Evaluation
Watermark Robustness
Watermark Evaluation

Survey of Security Issues in Memristor-based Machine Learning Accelerators for RF Analysis

Authors: William Lillis, Max Cohen Hoffing, Wayne Burleson | Published: 2023-12-01
Security Analysis
Threat modeling
Watermark Robustness

Mark My Words: Analyzing and Evaluating Language Model Watermarks

Authors: Julien Piet, Chawin Sitawarin, Vivian Fang, Norman Mu, David Wagner | Published: 2023-12-01 | Updated: 2024-10-11
Prompt Injection
Watermark Robustness
Watermark Evaluation