2min chapter

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Weakly Supervised Causal Representation Learning with Johann Brehmer - #605

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

CHAPTER

Is There an Experimental Component to Your VAE Algorithm?

There was some prior work that attempted to do something similar, identify causal representations, but found that it was not possible. So the way that we get around this is by introducing this non-IID setting where we have these pairs of observations. We call it causal secret because we weren't quite satisfied with the available benchmarks. But also these data sets are not real photos of some real scenes or anything like that.

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