index

[utterances-bot]

Score Based Generative Modeling – Review of latest Score Based Generative Modeling papers

Review of latest Score Based Generative Modeling papers

https://scorebasedgenerativemodeling.github.io/

[ScoreBasedGenerativeModeling]

comment any missing papers that should be added

[ZhaoyangLyu]

There are 3 interesting papers on applying DDPM to 3D point cloud generation:
Diffusion Probabilistic Models for 3D Point Cloud Generation
3D Shape Generation and Completion through Point-Voxel Diffusion
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud Completion

[vdeborto]

Thank you, these papers have been added.

[Smith42]

Our paper "Realistic galaxy image simulation via score-based generative models" (https://arxiv.org/abs/2111.01713) applies SBGMs to galaxy simulation

[vdeborto]

Thanks a lot! We have added this paper to the list.

[jtamir]

Hi, our recent paper in NeurIPS uses score-based models for robust MRI reconstruction:
https://proceedings.neurips.cc/paper/2021/hash/7d6044e95a16761171b130dcb476a43e-Abstract.html

[vdeborto]

Thank you! I have added the paper.

[suraj-srinivas]

Hi, our ICLR 2021 paper uses the score-matching framework to reason about structure in gradient-based interpretability methods: https://openreview.net/forum?id=dYeAHXnpWJ4

[JTT94]

Thank you for pointing this out, I will have a look at the paper and add this in the next update.

[shichence]

Thank you for the awesome list. Here are three interesting papers on applying score-matching / diffusion models to molecular conformation generation:
Learning Gradient Fields for Molecular Conformation Generation (ICML 2021)
Predicting Molecular Conformation via Dynamic Graph Score Matching (NeurIPS 2021)
GeoDiff: A Geometric Diffusion Model for Molecular Conformation Generation (ICLR 2022)

[JTT94]

Thank you, I will update this tonight/ tomorrow

[zaccharieramzi]

I think this one would be an interesting addition:

• Solving Inverse Problems in Medical Imaging with Score-Based Generative Models (https://openreview.net/pdf?id=vaRCHVj0uGI, https://github.com/yang-song/score_inverse_problems)

[vdeborto]

Indeed! Thanks for pointing this. I'm updating the website.

[tbng]

There is a new preprint on proving polynomial convergence rate of score-based generative model under log-sobolev setting, which might be a good addition to the site : https://arxiv.org/abs/2206.06227

[vdeborto]

Thanks! I'm updating the website now.