2 papers
cs.CV2022
Causal Transportability for Visual Recognition
Chengzhi Mao, Kevin Xia, James Wang +4
Visual representations underlie object recognition tasks, but they often contain both robust and non-robust features. Our main observation is that image classifiers may perform poo…
cs.LG2022
With Greater Distance Comes Worse Performance: On the Perspective of Layer Utilization and Model Generalization
James Wang, Cheng-Lin Yang
Generalization of deep neural networks remains one of the main open problems in machine learning. Previous theoretical works focused on deriving tight bounds of model complexity, w…