[PRE REVIEW]: SBGM: Score-based diffusion models in JAX

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Submitting author: @homerjed (Jed Homer)
Repository: https://github.com/homerjed/sbgm
Branch with paper.md (empty if default branch):
Version: 0.0.18
Editor: Pending
Reviewers: Pending
Managing EiC: Chris Vernon

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Software report:

github.com/AlDanial/cloc v 1.98  T=0.04 s (1029.3 files/s, 136688.0 lines/s)
-------------------------------------------------------------------------------
Language                     files          blank        comment           code
-------------------------------------------------------------------------------
Python                          35            804            851           3026
TeX                              1             33              0            283
Markdown                         2            106             17            213
YAML                             3             20              8            165
Jupyter Notebook                 2              0            283            116
TOML                             1              3              0             47
Text                             1              0              0              1
-------------------------------------------------------------------------------
SUM:                            45            966           1159           3851
-------------------------------------------------------------------------------

Commit count by author:

    69	homerjed
    35	Jed.Homer

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Paper file info:

📄 Wordcount for paper.md is 1894

✅ The paper includes a Statement of need section

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License info:

✅ License found: MIT License (Valid open source OSI approved license)

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Reference check summary (note 'MISSING' DOIs are suggestions that need verification):

✅ OK DOIs

- 10.1073/pnas.1912789117 is OK
- 10.1093/mnras/stad432 is OK
- 10.1093/mnras/stac064 is OK
- 10.1051/0004-6361/202243054 is OK

🟡 SKIP DOIs

- No DOI given, and none found for title: Deep Unsupervised Learning using Nonequilibrium Th...
- No DOI given, and none found for title: Denoising Diffusion Probabilistic Models
- No DOI given, and none found for title: Variational Bayesian Imaging with an Efficient Sur...
- No DOI given, and none found for title: Solving Inverse Problems in Medical Imaging with S...
- No DOI given, and none found for title: Conditional Image Generation with Score-Based Diff...
- No DOI given, and none found for title: On Neural Differential Equations
- No DOI given, and none found for title: Score-Based Generative Modeling through Stochastic...
- No DOI given, and none found for title: Maximum Likelihood Training of Score-Based Diffusi...
- No DOI given, and none found for title: FFJORD: Free-form Continuous Dynamics for Scalable...
- No DOI given, and none found for title: Neural Ordinary Differential Equations
- No DOI given, and none found for title: Consistent Diffusion Meets Tweedie: Training Exact...
- No DOI given, and none found for title: JAX: composable transformations of Python+NumPy pr...
- No DOI given, and none found for title: Equinox: neural networks in JAX via callable PyTre...
- No DOI given, and none found for title: The DeepMind JAX Ecosystem
- No DOI given, and none found for title: U-Net: Convolutional Networks for Biomedical Image...
- No DOI given, and none found for title: High-Resolution Image Synthesis with Latent Diffus...
- No DOI given, and none found for title: Generative Adversarial Networks
- No DOI given, and none found for title: Auto-Encoding Variational Bayes
- No DOI given, and none found for title: Normalizing Flows for Probabilistic Modeling and I...
- No DOI given, and none found for title: BlackJAX: Composable Bayesian inference in JAX
- No DOI given, and none found for title: Variational Diffusion Models
- No DOI given, and none found for title: Conditional Image Generation with Score-Based Diff...
- No DOI given, and none found for title: MLP-Mixer: An all-MLP Architecture for Vision

❌ MISSING DOIs

- 10.1109/iccv51070.2023.00965 may be a valid DOI for title: Score-Based Diffusion Models as Principled Priors ...
- 10.1109/cvpr52729.2023.00587 may be a valid DOI for title: Parallel Diffusion Models of Operator and Image fo...
- 10.1109/cvpr.2016.90 may be a valid DOI for title: Deep Residual Learning for Image Recognition
- 10.1109/iccv51070.2023.00387 may be a valid DOI for title: Scalable Diffusion Models with Transformers

❌ INVALID DOIs

- None

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👉📄 Download article proof 📄 View article proof on GitHub 📄 👈

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