Null it out: Guarding protected attributes by iterative nullspace projection

Keyphrases

• Guard 100%
• Linear Classifier 50%
• Multi-class Classification 50%
• Multiple Use 50%
• Neural Representation 100%
• Null Space 50%
• Null Space Projection 100%
• Protected Characteristics 100%
• Repeated Training 50%
• Word Embedding 50%

Computer Science

• Linear Classifier 50%
• Multi Class Classification 50%
• Multiclass Classification 50%
• Neural Representation 100%
• Use Case 100%
• Word Embedding 50%