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> the model should be consistent with knowledge about the problem [...] which I don't consider the norm in ML at all.

I don't think that is so niche. Murphy's vol II, a mainstream book, starts with this quote:

"Intelligence is not just about pattern recognition and function approximation. It’s about modeling the world." — Josh Tenenbaum, NeurIPS 2021.

Goodman & Tenenbaum have written e.g. https://probmods.org, which is very much about modeling data-generating processes.

The same can be said about large parts of Murphy's book, Lee & Wagenmakers or Lunn et al. (the BUGS book).




Archive for Goodman & Tenenbaum, since their site is flaky:

https://archive.ph/WKLyM




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