AI RESEARCH

Understanding Generalization through Decision Pattern Shift

arXiv CS.LG

ArXi:2605.13148v1 Announce Type: new Understanding why deep neural networks (DNNs) fail to generalize to unseen samples remains a long-standing challenge. Existing studies mainly examine changes in externally observable factors such as data, representations, or outputs, yet offer limited insight into how a model's internal decision mechanism evolves from