Towards Independence Criterion in Machine Unlearning of Features and Labels
Authors: Ling Han, Nanqing Luo, Hao Huang, Jing Chen, Mary-Anne Hartley | Published: 2024-03-12
Watermarking
Duwak: Dual Watermarks in Large Language Models
Authors: Chaoyi Zhu, Jeroen Galjaard, Pin-Yu Chen, Lydia Y. Chen | Published: 2024-03-12 | Updated: 2024-08-08
Visual Privacy Auditing with Diffusion Models
Authors: Kristian Schwethelm, Johannes Kaiser, Moritz Knolle, Daniel Rueckert, Georgios Kaissis, Alexander Ziller | Published: 2024-03-12
A Framework for Cost-Effective and Self-Adaptive LLM Shaking and Recovery Mechanism
Authors: Zhiyu Chen, Yu Li, Suochao Zhang, Jingbo Zhou, Jiwen Zhou, Chenfu Bao, Dianhai Yu | Published: 2024-03-12
DNNShield: Embedding Identifiers for Deep Neural Network Ownership Verification
Authors: Jasper Stang, Torsten Krauß, Alexandra Dmitrienko | Published: 2024-03-11
EdgeLeakage: Membership Information Leakage in Distributed Edge Intelligence Systems
Authors: Kongyang Chen, Yi Lin, Hui Luo, Bing Mi, Yatie Xiao, Chao Ma, Jorge Sá Silva | Published: 2024-03-08
DECOR: Enhancing Logic Locking Against Machine Learning-Based Attacks
Authors: Yinghua Hu, Kaixin Yang, Subhajit Dutta Chowdhury, Pierluigi Nuzzo | Published: 2024-03-04
A Photonic Physically Unclonable Function’s Resilience to Multiple-Valued Machine Learning Attacks
Authors: Jessie M. Henderson, Elena R. Henderson, Clayton A. Harper, Hiva Shahoei, William V. Oxford, Eric C. Larson, Duncan L. MacFarlane, Mitchell A. Thornton | Published: 2024-03-02
Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models
Authors: Mingjia Huo, Sai Ashish Somayajula, Youwei Liang, Ruisi Zhang, Farinaz Koushanfar, Pengtao Xie | Published: 2024-02-28 | Updated: 2024-06-06
Private PAC Learning May be Harder than Online Learning
Authors: Mark Bun, Aloni Cohen, Rathin Desai | Published: 2024-02-16