1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Non-vacuous Generalization Bounds for Deep Neural Networks without any modification to the trained models
Khoat Than, Dat Phan
Understanding and certifying the behavior of modern deep neural networks remains a fundamental challenge in reliable machine learning. We introduce a new class of data-dependent ge…
cs.LG2024★ 1 cited
Gentle Local Robustness implies Generalization
Khoat Than, Dat Phan, Giang Vu
Robustness and generalization ability of machine learning models are of utmost importance in various application domains. There is a wide interest in efficient ways to analyze thos…