Search Results - hapuarachchige+thushari+hapuarachchi

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Advancing Ensemble Learning Against Unlearnable Data
Advantages Integrates seamlessly into enterprise workflows Scales from edge devices to GPU clusters Guarantees compliance with data-protection standards Enhances ensemble learning with data augmentation and model diversity Recovers >89% test accuracy on datasets protected by 12 state-of-the-art unlearnable data methods Summary As AI adoption...
Published: 7/15/2025   |   Inventor(s): Hapuarachchige Thushari Hapuarachchi, Kaiqi Xiong
Keywords(s):  
Category(s): Technology Classifications > Data/AI > Cybersecurity - Data/AI, Technology Classifications > Computer Science > Algorithms
Improving Facial Recognition Systems Against Unlearnable Data
Advantages: Dramatically reduces the impact of unlearnable noise using smart data transformations Recovers facial recognition accuracy from nearly 0% to over 85% Designed for large facial datasets with limited number of images per person Summary: Some facial datasets are made "unlearnable" by adding small, hidden changes that stop...
Published: 12/1/2025   |   Inventor(s): Kaiqi Xiong, Long Kim Dang, Hapuarachchige Thushari Hapuarachchi
Keywords(s):  
Category(s): Technology Classifications > Data/AI > Cybersecurity - Data/AI