Understanding and Improving Feature Learning for Out-of-Distribution Generalization

Keyphrases

• Feature Learning 100%
• Empirical Risk Minimization 100%
• Out-of-distribution Generalization 100%
• Spurious Features 60%
• Augmented Training 60%
• Invariant Features 40%
• Learned Features 40%
• Training Data 20%
• Deep Network 20%
• Good Characteristics 20%
• Spurious Correlation 20%
• Distinctive Features 20%
• Learning Quality 20%
• Distribution Performance 20%
• Invariant Feature Learning 20%

Computer Science

• Representation Learning 100%
• Risk Minimization 100%
• Learned Feature 40%
• Training Data 20%