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| # Renovating Monte Carlo (RMC) | ||
| # Renovated Monte Carlo (RMC) | ||
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| **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. | ||
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| **RMC** is part of the FY25 LDRD-ER project "Generative Modeling for Sampling" (20250391ER) | ||
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| **RMC** has been approved for public release by the Feynman Innovation Center (O#=O4918) | ||
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| © 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. | ||
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| ## Documentation | ||
| To build code documentation use the sphinx package. Under docs folder execute | ||
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| ``` | ||
| make clean | ||
| make html | ||
| ``` | ||
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| ## Authors and acknowledgment | ||
| Contributors: dev group. | ||
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| Authors/developers: Cristina Garcia-Cardona (@crstngc), Pratik Khandagale(@pkhandag), Yen Ting Lin (@dblueeye) | ||
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| Affiliation: Information Sciences Group (CCS/CAI-3), Los Alamos National Laboratory | ||
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| **3/4/26** | ||
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| - Going through PIS theory, path-measure, etc. | ||
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| - [ ] PK postponed first draft of WGF to 4/21 | ||
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| **2/25/26** | ||
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| - Going through PIS pseudocode. | ||
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| **2/18/26** | ||
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| - [ ] 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 | ||
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| - [ ] 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 |
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Is the intention to include these weekly logs in the repo?