Nature

Human generalization of internal representations through prototype learning with goal-directed attention

The world is overabundant with feature-rich information obscuring the latent causes of experience. How do people approximate the complexities of the external world with simplified internal ...
Nature

Generalization in quantum machine learning from few training data

The ultimate goal of machine learning (ML) is to make accurate predictions on unseen data. This is known as generalization, and significant effort has been expended to understand the generalization ...
InfoWorld

Exploring generalization, specialization, and dependency in OOP

OOP (object oriented programming) is a paradigm that is centered on objects and data rather than actions and logic. When working with OOP, it is imperative that you identify the objects and their ...
The Conversation

Medicine’s over‑generalization problem — and how AI might make things worse

In medicine, there’s a well-known maxim: never say more than your data allows. It’s one of the first lessons learned by clinicians and researchers. Journal editors expect it. Reviewers demand it. And ...