11min chapter

The Nonlinear Library cover image

AF - Compact Proofs of Model Performance via Mechanistic Interpretability by Lawrence Chan

The Nonlinear Library

CHAPTER

Exploration of Mechanistic Interpretability for Model Performance Proofs

Exploring proof strategies and the trade-off between compression and correspondence in explaining small transformers, emphasizing mechanistic understanding for generating compact proofs with tighter bounds and addressing challenges in reasoning about errors during model weight compression.

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