2 papers
cs.LG2026
Nonlinear Transformations Against Unlearnable Datasets
Thushari Hapuarachchi, Jing Lin, Kaiqi Xiong +2
Automated scraping stands out as a common method for collecting data in deep learning models without the authorization of data owners. Recent studies have begun to tackle the priva…
cs.LG2025
Studying Various Activation Functions and Non-IID Data for Machine Learning Model Robustness
Long Dang, Thushari Hapuarachchi, Kaiqi Xiong +1
Adversarial training is an effective method to improve the machine learning (ML) model robustness. Most existing studies typically consider the Rectified linear unit (ReLU) activat…