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Continuous normalizing flows via flow matching #963

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janfb opened this issue Feb 28, 2024 · 3 comments · May be fixed by #1049
Open

Continuous normalizing flows via flow matching #963

janfb opened this issue Feb 28, 2024 · 3 comments · May be fixed by #1049
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@turnmanh
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density_estimators enhancement New feature or request hackathon
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Hackathon 2024

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@janfb
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janfb commented Feb 28, 2024

It would be great to have FMPE implemented in sbi.

There are implementations available that we could depend on, e.g.,

To Do:

  • check how we could integrate existing implementations into sbi
  • or implement from scratch
  • add CNF via flow matching as density estimator
  • add FMPE as inference method
@janfb janfb added this to the Hackathon 2024 milestone Feb 28, 2024
@turnmanh
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I'd like to have a look at this.

@bkmi
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bkmi commented Mar 18, 2024

I am also up for it, but happy to work on something else if it's better as a one person job.

@bkmi bkmi self-assigned this Mar 18, 2024
@jsvetter
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This is heavily related to #962! So it would probably be good to coordinate some aspects :)

@manuelgloeckler manuelgloeckler mentioned this issue Mar 19, 2024
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@janfb janfb mentioned this issue Mar 19, 2024
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@turnmanh turnmanh linked a pull request Mar 20, 2024 that will close this issue
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@bkmi bkmi removed their assignment Mar 21, 2024
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@turnmanh turnmanh

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density_estimators enhancement New feature or request hackathon
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Hackathon 2024
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Implementing fmpe sbi-dev/sbi
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@janfb @bkmi @turnmanh @jsvetter