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17 changes: 15 additions & 2 deletions README.md
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# Renovating Monte Carlo (RMC)
# Renovated Monte Carlo (RMC)

**RMC** is a Python library for sampling from high-dimensional distributions via Monte Carlo-like algorithms as well as advanced AI/ML-based generative models.

**RMC** is part of the FY25 LDRD-ER project "Generative Modeling for Sampling" (20250391ER)

**RMC** has been approved for public release by the Feynman Innovation Center (O#=O4918)

© 2025. Triad National Security, LLC. All rights reserved.
This program was produced under U.S. Government contract 89233218CNA000001 for Los Alamos National Laboratory (LANL), which is operated by Triad National Security, LLC for the U.S. Department of Energy/National Nuclear Security Administration. All rights in the program are reserved by Triad National Security, LLC, and the U.S. Department of Energy/National Nuclear Security Administration. The Government is granted for itself and others acting on its behalf a nonexclusive, paid-up, irrevocable worldwide license in this material to reproduce, prepare. derivative works, distribute copies to the public, perform publicly and display publicly, and to permit others to do so.


## Documentation
To build code documentation use the sphinx package. Under docs folder execute

```
make clean
make html
```

## Authors and acknowledgment
Contributors: dev group.

Authors/developers: Cristina Garcia-Cardona (@crstngc), Pratik Khandagale(@pkhandag), Yen Ting Lin (@dblueeye)

Affiliation: Information Sciences Group (CCS/CAI-3), Los Alamos National Laboratory

20 changes: 15 additions & 5 deletions weekly-log.md

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Is the intention to include these weekly logs in the repo?

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**3/4/26**

- Going through PIS theory, path-measure, etc.

- [ ] PK postponed first draft of WGF to 4/21

**2/25/26**

- Going through PIS pseudocode.

**2/18/26**

- [ ] AFTMC (CRAFT-MC, 2017 Gibbs Flow [Heng?]): NF (not continuous time), SMC in between
- [ ] PIS: Wiener process but the optimization is in path
- [ ] Fix 2D, GM
- [ ] YT Pseudocode -> CGC
- [ ] Review theory (change of measure), checkpoint next week 2/15 (YT, CGC, PK)
- [x] YT Pseudocode -> CGC
- [x] Review theory (change of measure), checkpoint next week 2/15 (YT, CGC, PK)
- [ ] DDS: Ornstein-Uhlenbeck process but the optimization is in the path as well
- [ ] Adjoint methods, also in the path measure
- [ ] Various flow-matching methods

- [ ] Clean repo, fork/deposit, public... (YT)
- [ ] 4 issues to be submitted (YT) -> CGC
- [ ] YT to process *Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching* and Progressive Inference-Time Annealing of Diffusion Models for Sampling from Boltzmann Densities
- [x] Clean repo, fork/deposit, public... (YT)
- [x] 4 issues to be submitted (YT) -> CGC
- [ ] YT to process *Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching* and *Progressive Inference-Time Annealing of Diffusion Models for Sampling from Boltzmann Densities*
- [ ] (PK) 4/11/26, first draft in a submittable form