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The Importance of Sample Based Explanation in Large Model Auditing
Single cell data science is one of the big teams in my lab now. So you obtain, you know, gene expression levels or other kinds of molecular level information at a single cell level. One experiment is going to give you many samples, which is really appropriate for large scale models these days based on team neural networks. And then large sample sizes, how to learn the biologically interpretable representation space.