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Identifying Causal Representations in Machine Learning
In the case of compression, you're trying to identify a representation that is true to the causal nature. I guess intuitively, it strikes me that the causal representation would also be minimal. Where does that break down? Yeah, that's a great question. What's simple to humans and what's simple to machine learning algorithms, at least right now, isn't quite the same yet.