Watermarking

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

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

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

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

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

PAD: Towards Principled Adversarial Malware Detection Against Evasion Attacks

Authors: Deqiang Li, Shicheng Cui, Yun Li, Jia Xu, Fu Xiao, Shouhuai Xu | Published: 2023-02-22 | Updated: 2023-04-06
DNN IP Protection Method
Watermarking
Vulnerability detection

Generalization Bounds for Adversarial Contrastive Learning

Authors: Xin Zou, Weiwei Liu | Published: 2023-02-21
Watermarking
Model Performance Evaluation
Adversarial Example

Certified private data release for sparse Lipschitz functions

Authors: Konstantin Donhauser, Johan Lokna, Amartya Sanyal, March Boedihardjo, Robert Hönig, Fanny Yang | Published: 2023-02-19 | Updated: 2023-08-28
Watermarking
Privacy Enhancing Technology
Model Performance Evaluation

Defensive ML: Defending Architectural Side-channels with Adversarial Obfuscation

Authors: Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas | Published: 2023-02-03 | Updated: 2023-10-14
DNN IP Protection Method
Watermarking
Model Performance Evaluation

Deep Learning model integrity checking mechanism using watermarking technique

Authors: Shahinul Hoque, Farhin Farhad Riya, Yingyuan Yang, Jinyuan Sun | Published: 2023-01-29 | Updated: 2025-03-21
DNN IP Protection Method
Watermarking
Model Architecture