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🤫 celebrates

Preetum Nakkiran

Apple researcher on calibration and the science of deep learning

EngineeringmacOS
The work

What we are celebrating, specifically.

  • A Unifying Theory of Distance from Calibration
  • Semantic calibration in LLMs (ICLR 2026)
  • Deep double descent research

Apple

Machine Learning Researcher · current

Why

Why we celebrate them.

Preetum treats deep learning like a natural science, running the careful experiments that tell us when a model's confidence can actually be trusted. His calibration work matters for every assistant that has to say 'I am not sure' honestly.

Sources — their own pages, so you can check us

  • Apple ML Research
  • Calibration theory
This page is yours

Preetum Nakkiran, this belongs to you.

We built this from your public work because we think it deserves celebrating. You did not ask us to, so the only fair thing is that you decide what happens to it. Claim it and it is yours to edit. Ask us to change something and we will. Ask us to take it down and it is gone within 72 hours — free, no account needed, and nobody will try to talk you out of it.

Claim or remove this pageEveryone we celebrate