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Welcome!

This repository contains the labs for 6.S184/6.S975: Generative AI with Stochastic Differential Equations, as taught at MIT over IAP 2025. For questions and concerns, please email us at erives@mit.edu and phold@mit.edu. Enjoy :)

Changelog

  • 1/22/25: Lab 1: Fix several typos in lab one.
  • 1/27/25: Labs 1 + 2: Add clarification regarding truncated PDFs when submitting w/ Colab + Chrome.
  • 1/27/25: Lab 2: Clarify numerical issues when sampling conditional SDE for large noise levels. Clarify differences between score parameterizations.
  • 3/9/25: Lab 1: resolve timestep bug in Langevin dynamics (thanks Ádám!)
  • 3/12/25: Lab 3: Fix guidance embedding dimension bug (thanks Roger!)

Acknowledgements

We would like to thank the following individuals for their invaluable feedback and suggestions:

  • Cameron Diao
  • Tally Portnoi
  • Andi Qu
  • Ádám Burián
  • Roger Trullo

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Labs for MIT 6.S184/6.S975, IAP 2025

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