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This is the homepage of a seminar on Singular Learning Theory (SLT), a theory applying algebraic geometry to statistical learning theory founded by Sumio Watanabe. The seminar takes place at metauni. For applications of SLT to alignment see the SLT Alignment Plan, and the 2023 workshop.


The canonical references are Watanabe’s two textbooks:

Some other introductory references:

S2 2023


Previous seminars

S1 2023


Below you can find the seminars for 2022, with videos and pocket links (which take you to the virtual world where the talk took place, with the blackboards just as we left them at the end of the talk).



Some rough handwritten notes: