Search Results - hapuarachchige+thushari+hapuarachchi

3 Results

Sort By:

A Divide and Conquer Framework for Breaking Unlearnable Data

Advantages Bypasses unlearnable image data through label modifications Achieves over 85% accuracy on protected datasets Work across multiple types of unlearnable data Use both manual and automated (genetic algorithm) approaches Reveal hidden weaknesses in current image protection methods Help researchers test and improve future unlearnable defenses Summary Unlearnable...

Published: 8/21/2025 | Inventor(s): Hapuarachchige Thushari Hapuarachchi, Kaiqi Xiong

Keywords(s): Cybersecurity, Data Security, Datasets

Category(s): Technology Classifications > Computer Science > Algorithms, Technology Classifications > Computer Science > C/S Cybersecurity, Technology Classifications > Computer Science > Datasets

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: 4/17/2025 | Inventor(s): Kaiqi Xiong, Long Kim Dang, Hapuarachchige Thushari Hapuarachchi

Keywords(s):

Category(s): Technology Classifications > Data/AI > Cybersecurity - Data/AI