Watermarking

Identifying Appropriate Intellectual Property Protection Mechanisms for Machine Learning Models: A Systematization of Watermarking, Fingerprinting, Model Access, and Attacks

Authors: Isabell Lederer, Rudolf Mayer, Andreas Rauber | Published: 2023-04-22
DNN IP Protection Method
Watermarking
Membership Inference
2023.04.22 2025.05.28
Literature Database

Understanding Overfitting in Adversarial Training via Kernel Regression

Authors: Teng Zhang, Kang Li | Published: 2023-04-13 | Updated: 2023-04-19
Watermarking
Robustness
Regularization
2023.04.13 2025.05.28
Literature Database

Exploiting Logic Locking for a Neural Trojan Attack on Machine Learning Accelerators

Authors: Hongye Xu, Dongfang Liu, Cory Merkel, Michael Zuzak | Published: 2023-04-12 | Updated: 2023-04-14
DNN IP Protection Method
Watermarking
Backdoor Attack
2023.04.12 2025.05.28
Literature Database

Zero-Knowledge Proof-based Practical Federated Learning on Blockchain

Authors: Zhibo Xing, Zijian Zhang, Meng Li, Jiamou Liu, Liehuang Zhu, Giovanni Russello, Muhammad Rizwan Asghar | Published: 2023-04-12 | Updated: 2023-04-24
Watermarking
Security Analysis
Privacy Technique
2023.04.12 2025.05.28
Literature Database

Privacy-Preserving Matrix Factorization for Recommendation Systems using Gaussian Mechanism

Authors: Sohan Salahuddin Mugdho, Hafiz Imtiaz | Published: 2023-04-11
Watermarking
Privacy Analysis
Privacy Technique
2023.04.11 2025.05.28
Literature Database

AI Model Disgorgement: Methods and Choices

Authors: Alessandro Achille, Michael Kearns, Carson Klingenberg, Stefano Soatto | Published: 2023-04-07
DNN IP Protection Method
Watermarking
Data Generation
2023.04.07 2025.05.28
Literature Database

When approximate design for fast homomorphic computation provides differential privacy guarantees

Authors: Arnaud Grivet Sébert, Martin Zuber, Oana Stan, Renaud Sirdey, Cédric Gouy-Pailler | Published: 2023-04-06
Watermarking
Privacy Enhancing Technology
Machine Learning Method
2023.04.06 2025.05.28
Literature Database

Leveraging Deep Learning Approaches for Deepfake Detection: A Review

Authors: Aniruddha Tiwari, Rushit Dave, Mounika Vanamala | Published: 2023-04-04
Watermarking
Model Selection
Machine Learning Method
2023.04.04 2025.05.28
Literature Database

Harnessing the Speed and Accuracy of Machine Learning to Advance Cybersecurity

Authors: Khatoon Mohammed | Published: 2023-02-24 | Updated: 2024-03-02
Watermarking
Software Security
Vulnerability Analysis
2023.02.24 2025.05.28
Literature Database

On the Hardness of Robustness Transfer: A Perspective from Rademacher Complexity over Symmetric Difference Hypothesis Space

Authors: Yuyang Deng, Nidham Gazagnadou, Junyuan Hong, Mehrdad Mahdavi, Lingjuan Lyu | Published: 2023-02-23
DNN IP Protection Method
Watermarking
Model Performance Evaluation
2023.02.23 2025.05.28
Literature Database
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