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MIT researchers create a “periodic table” of ML

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MIT researchers create a “periodic table” of ML

“These spaces predict where algorithms should exist, but which haven’t been discovered yet.”

“We’re starting to see ML as a system with structure that is a space we can explore rather than just guess our way through.”

news.mit.edu/2025/machine...
news.mit.edu
“Periodic table of machine learning” could fuel AI discovery
After uncovering a unifying algorithm that links more than 20 common machine-learning approaches, MIT researchers organized them into a “periodic table of machine learning” that can help scientists co...
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reminds me of LLaDA, where they explained that autoregression is equal to diffusion, thus you absolutely can do diffusion for text.

maybe another relationship to add to the table?

timkellogg.me/blog/2025/02...
timkellogg.me
LLaDA: LLMs That Don't Gaslight You
A new language model uses diffusion instead of next-token prediction. That means the text it can back out of a hallucination before it commits. This is a big win for areas like law & contracts, where ...
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