2 papers
cs.LG2026
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.LG2025
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…