Causal Abstractions of Neural Networks

https://proceedings.neurips.cc/paper_files/paper/2021/file/4f5c422f4d49a5a807eda27434231040-Paper.pdf

(NeurIPS 2021)

 

neural network를 구조적으로 causal abstraction하기 때문에

접근 방향이 다르긴 하지만,

 

causal abstraction 개념을 formal하게 쉽게 설명해주고

전반적으로 process를 진행하는 방법을 알려준다.

1. Hypothesis formulation 2. Alighment search 3. verifying experimentally - interchange intervention

 

오래 된 논문이라도 무시하면 안된다.

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