Hacker News with Generative AI: Generalization

Deep Learning Is Not So Mysterious or Different (arxiv.org)
Deep neural networks are often seen as different from other model classes by defying conventional notions of generalization.
Deep Learning, Artificial Intelligence, Machine Learning, Generalization, Neural Networks
485 points by wuubuu 40 days ago | 126 comments
Out-of-Distribution Machine Learning (github.com/huytransformer)
This repository aims to provide the most comprehensive, up-to-date, high-quality resource for OOD detection, robustness, and generalization in Machine Learning/Deep Learning. Your one-stop shop for everything OOD is here.
Machine Learning, Deep Learning, Out-of-Distribution, Robustness, Generalization
13 points by continuousml 192 days ago | 2 comments
Grokking at the edge of linear separability (arxiv.org)
We study the generalization properties of binary logistic classification in a simplified setting, for which a "memorizing" and "generalizing" solution can always be strictly defined, and elucidate empirically and analytically the mechanism underlying Grokking in its dynamics.
Machine Learning, Deep Learning, Generalization, Binary Classification
89 points by marojejian 197 days ago | 26 comments
Spaced repetition is more than memorization – it's also generalization (justinmath.com)
Spaced review is not only about memorization – it’s also about generalization.
Learning, Education, Spaced Repetition, Memorization, Generalization
34 points by JustinSkycak 210 days ago | 6 comments