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Intrinsic interpretability
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Intrinsic interpretability

Creator
Creator
Seonglae Cho
Created
Created
2025 Apr 6 17:43
Editor
Editor
Seonglae Cho
Edited
Edited
2025 May 19 0:27
Refs
Refs

Inherent interpretability

  • Linear model
  • Decision tree model
 
 
 
 

Simplex

Interpretable by Design - Constraint Sets with Disjoint Limit Points — LessWrong
cart;horse: How can we constrain our models to be interpretable? Convex, linear sets make for more interpretable parameter spaces, and the simplex an…
Interpretable by Design - Constraint Sets with Disjoint Limit Points — LessWrong
https://www.lesswrong.com/posts/kjL9req2p79nSNe5H/interpretable-by-design-constraint-sets-with-disjoint-limit
Interpretable by Design - Constraint Sets with Disjoint Limit Points — LessWrong
backpack model
arxiv.org
https://arxiv.org/pdf/2305.16765
notion image
Eigenvector analysis through Orthogonalization, Diagonalization, and Truncation, utilizing
Category Theory
's
Monoidal category
and
String diagram
as the language for design and analysis
arxiv.org
https://arxiv.org/pdf/2504.02667
 
 

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Intrinsic interpretability
Copyright Seonglae Cho