Watermarking

Hardness of Deceptive Certificate Selection

Authors: Stephan Wäldchen | Published: 2023-06-07
Watermarking
Feature Selection Method
Certificate Ratio

Human-imperceptible, Machine-recognizable Images

Authors: Fusheng Hao, Fengxiang He, Yikai Wang, Fuxiang Wu, Jing Zhang, Jun Cheng, Dacheng Tao | Published: 2023-06-06
Watermarking
Privacy Enhancing Technology
Model Design and Accuracy

Machine Unlearning: A Survey

Authors: Heng Xu, Tianqing Zhu, Lefeng Zhang, Wanlei Zhou, Philip S. Yu | Published: 2023-06-06
Watermarking
Membership Inference
Model Design and Accuracy

GTree: GPU-Friendly Privacy-preserving Decision Tree Training and Inference

Authors: Qifan Wang, Shujie Cui, Lei Zhou, Ye Dong, Jianli Bai, Yun Sing Koh, Giovanni Russello | Published: 2023-05-01 | Updated: 2024-08-14
Watermarking
Privacy Assessment
Feature Extraction Method

C2PI: An Efficient Crypto-Clear Two-Party Neural Network Private Inference

Authors: Yuke Zhang, Dake Chen, Souvik Kundu, Haomei Liu, Ruiheng Peng, Peter A. Beerel | Published: 2023-04-26
DNN IP Protection Method
Watermarking
Privacy Assessment

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

Understanding Overfitting in Adversarial Training via Kernel Regression

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

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

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

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