Generalization in Deep Learning

2017/10/16 by Kenji Kawaguchi, Leslie Pack Kaelbling, Yoshua Bengio · 1 voice · 6 citations
Computer Science · #Computability, Logic, AI Algorithms #Neural Networks and Applications

paper · pdf · doi:10.1017/9781009025096.003

Abstract

International audience

Cited by

• Is In-Context Learning Learning?
• DNNs, Dataset Statistics, and Correlation Functions
• Deep Neural ODE Operator Networks for PDEs
• Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning
• Non-Vacuous Generalization Bounds: Can Rescaling Invariances Help?
• Foundations of Interpretable Models

Discussions

• Generalization in Deep Learning [pdf] [hn, 126 points, 16 comments]

Related

• Predicting Generalization in Deep Learning via Metric Learning -- PGDL\n Shared task
• Generalizing in the Real World with Representation Learning
• Exploring Generalization in Deep Learning
• Generalization Error in Deep Learning
• NeurIPS 2020 Competition: Predicting Generalization in Deep Learning