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Update checklist in README
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bgroenks96 authored Apr 15, 2024
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Expand Up @@ -58,13 +58,13 @@ The following is a list of methods which are planned to be included in this pack
- [ ] Particle flow filters [10] (PFF)

#### Density estimation
- [ ] Sequential neural likelihood/posterior estimation (SNLE/SNPE) via [sbi](https://sbi-dev.github.io/sbi/)
- [x] Sequential neural likelihood/posterior estimation (SNLE/SNPE) via [sbi](https://sbi-dev.github.io/sbi/)

#### Hybrid ensemble + emulator
- [ ] Calibrate, emulate, sample w/ Gaussian Processes [11] (CES-GP)
- [x] Calibrate, emulate, sample w/ Gaussian Processes [11] (CES-GP)

#### Markov Chain Monte Carlo
- [ ] Affine Invariant MCMC [12] (a.k.a "emcee") via [AffineInvariantMCMC.jl](https://github.com/madsjulia/AffineInvariantMCMC.jl)
- [x] Affine Invariant MCMC [12] (a.k.a "emcee") via [AffineInvariantMCMC.jl](https://github.com/madsjulia/AffineInvariantMCMC.jl)

## References
[1] Cranmer, Kyle, Johann Brehmer, and Gilles Louppe. "The frontier of simulation-based inference." Proceedings of the National Academy of Sciences 117.48 (2020): 30055-30062.
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