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New surrogates #13

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ThibeauWouters opened this issue Oct 17, 2024 · 0 comments
Open
4 tasks

New surrogates #13

ThibeauWouters opened this issue Oct 17, 2024 · 0 comments
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@ThibeauWouters
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ThibeauWouters commented Oct 17, 2024

Going forward, we should get started on new surrogate models. Some things to try

  • Remove the SVD decomposition and train the surrogates directly on the lightcurves
  • Train on the flux for afterglowpy
  • Try to reproduce the kilonovanet architecture
  • Try out Bayesian neural networks, e.g. https://github.com/ziatdinovmax/NeuroBayes/
@ThibeauWouters ThibeauWouters self-assigned this Oct 17, 2024
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