Watermarking

Linear and non-linear machine learning attacks on physical unclonable functions

Authors: Michael Lachner | Published: 2023-01-06
Watermarking
Poisoning
Principle of Optical PUF

REAP: A Large-Scale Realistic Adversarial Patch Benchmark

Authors: Nabeel Hingun, Chawin Sitawarin, Jerry Li, David Wagner | Published: 2022-12-12 | Updated: 2023-08-18
DNN IP Protection Method
Watermarking
Traffic Sign Classification

HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning

Authors: Pengyu Qiu, Xuhong Zhang, Shouling Ji, Chong Fu, Xing Yang, Ting Wang | Published: 2022-12-01 | Updated: 2024-01-22
Watermarking
Privacy Protection Method
Reconstruction Durability

Tight Certification of Adversarially Trained Neural Networks via Nonconvex Low-Rank Semidefinite Relaxations

Authors: Hong-Ming Chiu, Richard Y. Zhang | Published: 2022-11-30 | Updated: 2023-06-14
Watermarking
Optimization Problem
Optimization Methods

Traditional Classification Neural Networks are Good Generators: They are Competitive with DDPMs and GANs

Authors: Guangrun Wang, Philip H. S. Torr | Published: 2022-11-27 | Updated: 2022-12-08
Watermarking
Optimization Problem
Optimization Methods

FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model

Authors: Shuo Shao, Wenyuan Yang, Hanlin Gu, Zhan Qin, Lixin Fan, Qiang Yang, Kui Ren | Published: 2022-11-14 | Updated: 2024-03-02
DNN IP Protection Method
Watermarking
Malicious Client

Unlearning Graph Classifiers with Limited Data Resources

Authors: Chao Pan, Eli Chien, Olgica Milenkovic | Published: 2022-11-06 | Updated: 2023-07-01
Graph Neural Network
Watermarking
Privacy Protection Method

Unclonability and Quantum Cryptanalysis: From Foundations to Applications

Authors: Mina Doosti | Published: 2022-10-31
Watermarking
Cryptography
Quantum Information and Quantum Computing

Multi-view Representation Learning from Malware to Defend Against Adversarial Variants

Authors: James Lee Hu, Mohammadreza Ebrahimi, Weifeng Li, Xin Li, Hsinchun Chen | Published: 2022-10-25
Watermarking
Dynamic Analysis
Adversarial Training

Towards Adversarial Purification using Denoising AutoEncoders

Authors: Dvij Kalaria, Aritra Hazra, Partha Pratim Chakrabarti | Published: 2022-08-29
DNN IP Protection Method
Watermarking
Adaptive Retraining Mechanism