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Title: GitHub - tmabraham/diffusion_reading_group: Diffusion Reading Group at EleutherAI · GitHub

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Description: Diffusion Reading Group at EleutherAI. Contribute to tmabraham/diffusion_reading_group development by creating an account on GitHub.

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#1 DDPM paper.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%231%20DDPM%20paper.pdf
#1 DDPM paper.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%231%20DDPM%20paper.pdf
#11A Progressive Distillation.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2311A%20Progressive%20Distillation.pdf
#11A Progressive Distillation.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2311A%20Progressive%20Distillation.pdf
#11B On Distillation of Guided Diffusion Models.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2311B%20On%20Distillation%20of%20Guided%20Diffusion%20Models.pdf
#11B On Distillation of Guided Diffusion Models.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2311B%20On%20Distillation%20of%20Guided%20Diffusion%20Models.pdf
#12 SDEdit.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2312%20SDEdit.pdf
#12 SDEdit.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2312%20SDEdit.pdf
#13 Latent Diffusion and Stable Diffusion.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2313%20Latent%20Diffusion%20and%20Stable%20Diffusion.pdf
#13 Latent Diffusion and Stable Diffusion.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2313%20Latent%20Diffusion%20and%20Stable%20Diffusion.pdf
#16 Flow Matching.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2316%20Flow%20Matching.pdf
#16 Flow Matching.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2316%20Flow%20Matching.pdf
#18 - Consistency Models.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2318%20-%20Consistency%20Models.pdf
#18 - Consistency Models.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2318%20-%20Consistency%20Models.pdf
#2 Score-based generative modeling.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%232%20Score-based%20generative%20modeling.pdf
#2 Score-based generative modeling.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%232%20Score-based%20generative%20modeling.pdf
#20 Inverse Heat Dissipation.htmlhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2320%20Inverse%20Heat%20Dissipation.html
#20 Inverse Heat Dissipation.htmlhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2320%20Inverse%20Heat%20Dissipation.html
#21 Poisson Flow Generative Models.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2321%20Poisson%20Flow%20Generative%20Models.pdf
#21 Poisson Flow Generative Models.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2321%20Poisson%20Flow%20Generative%20Models.pdf
#23 PFGM++.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2323%20PFGM%2B%2B.pdf
#23 PFGM++.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2323%20PFGM%2B%2B.pdf
#26 DDPO.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2326%20DDPO.pdf
#26 DDPO.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2326%20DDPO.pdf
#3 NCSNv2 and Score SDE.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%233%20NCSNv2%20and%20Score%20SDE.pdf
#3 NCSNv2 and Score SDE.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%233%20NCSNv2%20and%20Score%20SDE.pdf
#4 Score SDEs and DDIM.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%234%20Score%20SDEs%20and%20DDIM.pdf
#4 Score SDEs and DDIM.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%234%20Score%20SDEs%20and%20DDIM.pdf
#5 IDDPM and ADM.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%235%20IDDPM%20and%20ADM.pdf
#5 IDDPM and ADM.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%235%20IDDPM%20and%20ADM.pdf
#6 Review.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%236%20Review.pdf
#6 Review.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%236%20Review.pdf
#7 CFG, VDM and DDGAN.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%237%20CFG%2C%20VDM%20and%20DDGAN.pdf
#7 CFG, VDM and DDGAN.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%237%20CFG%2C%20VDM%20and%20DDGAN.pdf
#8 EDM.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%238%20EDM.pdf
#8 EDM.pdfhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%238%20EDM.pdf
Diffusion Reading Study Group #9 - DDPM Code Walk-Thru.ipynbhttps://github.com/tmabraham/diffusion_reading_group/blob/main/Diffusion%20Reading%20Study%20Group%20%239%20-%20DDPM%20Code%20Walk-Thru.ipynb
Diffusion Reading Study Group #9 - DDPM Code Walk-Thru.ipynbhttps://github.com/tmabraham/diffusion_reading_group/blob/main/Diffusion%20Reading%20Study%20Group%20%239%20-%20DDPM%20Code%20Walk-Thru.ipynb
README.mdhttps://github.com/tmabraham/diffusion_reading_group/blob/main/README.md
README.mdhttps://github.com/tmabraham/diffusion_reading_group/blob/main/README.md
READMEhttps://github.com/tmabraham/diffusion_reading_group
https://github.com/tmabraham/diffusion_reading_group#diffusion-reading-group-at-eleutherai
herehttps://discord.gg/zBGx3azzUn
Here is a playlisthttps://www.youtube.com/playlist?list=PLXqc0KMM8ZtKVEh8fIWEUaIU43SmWnfdM
Diffusion Reading Group at EleutherAIhttps://github.com/tmabraham/diffusion_reading_group#diffusion-reading-group-at-eleutherai
Week 1: DDPM paperhttps://github.com/tmabraham/diffusion_reading_group#week-1-ddpm-paper
Week 2: Score-based generative modelinghttps://github.com/tmabraham/diffusion_reading_group#week-2-score-based-generative-modeling
Week 3: NCSNv2 and Score SDEshttps://github.com/tmabraham/diffusion_reading_group#week-3-ncsnv2-and-score-sdes
Week 4: Score SDEs and DDIMhttps://github.com/tmabraham/diffusion_reading_group#week-4-score-sdes-and-ddim
Week 5: IDDPM, ADM, and Classifier-Free Guidancehttps://github.com/tmabraham/diffusion_reading_group#week-5-iddpm-adm-and-classifier-free-guidance
Week 6: Reviewhttps://github.com/tmabraham/diffusion_reading_group#week-6-review
Week 7: Classifier-Free Guidance, VDMs, and Denoising Diffusion GANshttps://github.com/tmabraham/diffusion_reading_group#week-7-classifier-free-guidance-vdms-and-denoising-diffusion-gans
Week 8: Perception-Prioritized Training, Elucidating Design Spaceshttps://github.com/tmabraham/diffusion_reading_group#week-8-perception-prioritized-training-elucidating-design-spaces
Week 9: DDPM paper, EDM paper code walk-thrushttps://github.com/tmabraham/diffusion_reading_group#week-9-ddpm-paper-edm-paper-code-walk-thrus
Week 10: Paellahttps://github.com/tmabraham/diffusion_reading_group#week-10-paella
Week 11: Progressive Distillation, Distillation of Guided Modelshttps://github.com/tmabraham/diffusion_reading_group#week-11-progressive-distillation-distillation-of-guided-models
Week 12: SDEDithttps://github.com/tmabraham/diffusion_reading_group#week-12-sdedit
Week 13: Latent Diffusion and Stable Diffusionhttps://github.com/tmabraham/diffusion_reading_group#week-13-latent-diffusion-and-stable-diffusion
Week 14: Q&A with Robin Rombachhttps://github.com/tmabraham/diffusion_reading_group#week-14-qa-with-robin-rombach
Week 15: Soft Diffusionhttps://github.com/tmabraham/diffusion_reading_group#week-15-soft-diffusion
Week 16 & 17: Flow Matchinghttps://github.com/tmabraham/diffusion_reading_group#week-16--17-flow-matching
Week 18: Consistency Modelshttps://github.com/tmabraham/diffusion_reading_group#week-18-consistency-models
Week 19: Conditional Flow Matchinghttps://github.com/tmabraham/diffusion_reading_group#week-19-conditional-flow-matching
Week 20: Inverse Heat Dissipationhttps://github.com/tmabraham/diffusion_reading_group#week-20-inverse-heat-dissipation
Week 21: Poisson Flow Generative Modelshttps://github.com/tmabraham/diffusion_reading_group#week-21-poisson-flow-generative-models
Week 22: Min-SNR Weighting Strategyhttps://github.com/tmabraham/diffusion_reading_group#week-22-min-snr-weighting-strategy
Week 23: PFGM++https://github.com/tmabraham/diffusion_reading_group#week-23-pfgm
Week 24: Blurring Diffusion Modelshttps://github.com/tmabraham/diffusion_reading_group#week-24-blurring-diffusion-models
Week 25: ControlNethttps://github.com/tmabraham/diffusion_reading_group#week-25-controlnet
Week 26: DDPO (RLHF Diffusion)https://github.com/tmabraham/diffusion_reading_group#week-26-ddpo-rlhf-diffusion
Week 27: Diffusion Transformershttps://github.com/tmabraham/diffusion_reading_group#week-27-diffusion-transformers
Week 28: simple diffusionhttps://github.com/tmabraham/diffusion_reading_group#week-28-simple-diffusion
Week 29: Wuerstchenhttps://github.com/tmabraham/diffusion_reading_group#week-29-wuerstchen
Week 30: Palettehttps://github.com/tmabraham/diffusion_reading_group#week-30-palette
List of papers to cover:https://github.com/tmabraham/diffusion_reading_group#list-of-papers-to-cover
https://github.com/tmabraham/diffusion_reading_group#week-1-ddpm-paper
Denoising Diffusion Probabilistic Modelshttps://arxiv.org/abs/2006.11239
AssemblyAI blog posthttps://www.assemblyai.com/blog/diffusion-models-for-machine-learning-introduction/
Recordinghttps://www.youtube.com/watch?v=B5gfJF8mOPo
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%231%20DDPM%20paper.pdf
https://github.com/tmabraham/diffusion_reading_group#week-2-score-based-generative-modeling
Generative Modeling by Estimating Gradients of the Data Distributionhttps://arxiv.org/abs/1907.05600
Yang Song's blog posthttps://yang-song.net/blog/2021/score/
Recordinghttps://youtu.be/iv6K7yo5KgQ
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%232%20Score-based%20generative%20modeling.pdf
https://github.com/tmabraham/diffusion_reading_group#week-3-ncsnv2-and-score-sdes
Improved Techniques for Training Score-Based Generative Modelshttps://arxiv.org/abs/2006.09011
Score-Based Generative Modeling through Stochastic Differential Equationshttps://arxiv.org/abs/2011.13456
Yang Song's blog posthttps://yang-song.net/blog/2021/score/
Recordinghttps://www.youtube.com/watch?v=NwfkNEGjNus
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%233%20NCSNv2%20and%20Score%20SDE.pdf
https://github.com/tmabraham/diffusion_reading_group#week-4-score-sdes-and-ddim
Score-Based Generative Modeling through Stochastic Differential Equationshttps://arxiv.org/abs/2011.13456
Yang Song's blog posthttps://yang-song.net/blog/2021/score/
Denoising Diffusion Implicit Modelshttps://arxiv.org/abs/2010.02502
Lilian Weng's blog posthttps://lilianweng.github.io/posts/2021-07-11-diffusion-models/#speed-up-diffusion-model-sampling
Recordinghttps://youtu.be/o4dr7tUQryQ
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%234%20Score%20SDEs%20and%20DDIM.pdf
https://github.com/tmabraham/diffusion_reading_group#week-5-iddpm-adm-and-classifier-free-guidance
Improved Denoising Diffusion Probabilistic Modelshttps://arxiv.org/abs/2102.09672
Diffusion Models Beat GANs on Image Synthesishttps://arxiv.org/abs/2105.05233
Classifier-Free Diffusion Guidancehttps://arxiv.org/abs/2207.12598
Sander Dieleman's blog post on guidancehttps://benanne.github.io/2022/05/26/guidance.html
Recordinghttps://youtu.be/L4PHJn1VHbY
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%235%20IDDPM%20and%20ADM.pdf
https://github.com/tmabraham/diffusion_reading_group#week-6-review
Recordinghttps://www.youtube.com/watch?v=S01qKbC6wdA
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%236%20Review.pdf
https://github.com/tmabraham/diffusion_reading_group#week-7-classifier-free-guidance-vdms-and-denoising-diffusion-gans
Classifier-Free Diffusion Guidancehttps://arxiv.org/abs/2207.12598
Sander Dieleman's blog post on guidancehttps://benanne.github.io/2022/05/26/guidance.html
Variational Diffusion Modelshttps://arxiv.org/abs/2107.00630
Variational Diffusion Model Colab Notebookhttps://colab.research.google.com/github/google-research/vdm/blob/main/colab/SimpleDiffusionColab.ipynb
Calvin Luo's blog posthttps://calvinyluo.com/2022/08/26/diffusion-tutorial.html#variational-diffusion-models
Tackling the Generative Learning Trilemma with Denoising Diffusion GANshttps://arxiv.org/abs/2112.07804
Vahdat and Kreis's blog posthttps://developer.nvidia.com/blog/improving-diffusion-models-as-an-alternative-to-gans-part-2/
Arash Vahdat's DLCT talk slideshttps://rosanneliu.com/dlctfs/dlct_220204.pdf
Recordinghttps://youtu.be/EuK9BeuOSPs
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%237%20CFG%2C%20VDM%20and%20DDGAN.pdf
https://github.com/tmabraham/diffusion_reading_group#week-8-perception-prioritized-training-elucidating-design-spaces
Perception Prioritized Training of Diffusion Modelshttps://arxiv.org/abs/2204.00227
Official Codebasehttps://github.com/jychoi118/P2-weighting
Elucidating the Design Space of Diffusion-Based Generative Modelshttps://arxiv.org/abs/2206.00364
Official Codebasehttps://github.com/NVlabs/edm
Katherine's codebasehttps://github.com/crowsonkb/k-diffusion/
Recordinghttps://youtu.be/ffq6RAmfGzk
Notebook - P2 paperhttps://marii-moe.github.io/quatro-blog/posts/perception-prioritized-training-of-diffusion-models/Perception%20Prioritized%20Training%20of%20Diffusion%20Models.html
Slides - EDM paperhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%238%20EDM.pdf
https://github.com/tmabraham/diffusion_reading_group#week-9-ddpm-paper-edm-paper-code-walk-thrus
Denoising Diffusion Probabilistic Modelshttps://arxiv.org/abs/2006.11239
Elucidating the Design Space of Diffusion-Based Generative Modelshttps://arxiv.org/abs/2206.00364
Katherine's codebasehttps://github.com/crowsonkb/k-diffusion/
Recordinghttps://youtu.be/Ke5Wqdj3O5Q
DDPM Colab notebookhttps://colab.research.google.com/github/tmabraham/diffusion_reading_group/blob/main/Diffusion%20Reading%20Study%20Group%20%239%20-%20DDPM%20Code%20Walk-Thru.ipynb
https://github.com/tmabraham/diffusion_reading_group#week-10-paella
Fast Text-Conditional Discrete Denoising on Vector-Quantized Latent Spaceshttps://arxiv.org/abs/2211.07292
Recordinghttps://youtu.be/MY01FGCyaaA
https://github.com/tmabraham/diffusion_reading_group#week-11-progressive-distillation-distillation-of-guided-models
Progressive Distillation for Fast Sampling of Diffusion Modelshttps://arxiv.org/abs/2202.00512
On Distillation of Guided Diffusion Modelshttps://arxiv.org/abs/2210.03142
Recordinghttps://youtu.be/ssAed4eNhuY
Slides - Progressive Distillationhttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2311B%20On%20Distillation%20of%20Guided%20Diffusion%20Models.pdf
Slides - Distillation of Guided Modelshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2311B%20On%20Distillation%20of%20Guided%20Diffusion%20Models.pdf
https://github.com/tmabraham/diffusion_reading_group#week-12-sdedit
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationshttps://arxiv.org/abs/2108.01073
Recordinghttps://www.youtube.com/watch?v=ZMjVKWlmQbM
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2312%20SDEdit.pdf
https://github.com/tmabraham/diffusion_reading_group#week-13-latent-diffusion-and-stable-diffusion
High-Resolution Image Synthesis with Latent Diffusion Modelshttps://arxiv.org/abs/2112.10752
Annotated Paper Implementation of Latent/Stable Diffusionhttps://nn.labml.ai/diffusion/stable_diffusion/latent_diffusion.html
Lilian Weng's blog posthttps://lilianweng.github.io/posts/2021-07-11-diffusion-models/#speed-up-diffusion-model-sampling
Stable Diffusionhttps://github.com/Stability-AI/stablediffusion
HuggingFace blog post on Stable Diffusionhttps://huggingface.co/blog/stable_diffusion#how-does-stable-diffusion-work
Recordinghttps://youtu.be/EZdB63fGum4
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2313%20Latent%20Diffusion%20and%20Stable%20Diffusion.pdf
https://github.com/tmabraham/diffusion_reading_group#week-14-qa-with-robin-rombach
Recordinghttps://youtu.be/GZZvgxIm6WU
https://github.com/tmabraham/diffusion_reading_group#week-15-soft-diffusion
Soft Diffusion: Score Matching for General Corruptionshttps://arxiv.org/abs/2209.05442
Recordinghttps://www.youtube.com/watch?v=Ped_I1uPL8Q
https://github.com/tmabraham/diffusion_reading_group#week-16--17-flow-matching
Flow Matching for Generative Modelinghttps://arxiv.org/abs/2210.02747
Recordinghttps://youtu.be/DM8Ft15QmzI
Recordinghttps://youtu.be/ZeDpfxIVXto
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2316%20Flow%20Matching.pdf
https://github.com/tmabraham/diffusion_reading_group#week-18-consistency-models
Consistency Modelshttps://arxiv.org/abs/2303.01469
Recordinghttps://youtu.be/M1-jaVuZC4I
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2318%20-%20Consistency%20Models.pdf
https://github.com/tmabraham/diffusion_reading_group#week-19-conditional-flow-matching
Conditional Flow Matching: Simulation-Free Dynamic Optimal Transporthttps://arxiv.org/abs/2302.00482
Recordinghttps://youtu.be/d5ljj_pEkUg
https://github.com/tmabraham/diffusion_reading_group#week-20-inverse-heat-dissipation
Generative Modelling With Inverse Heat Dissipationhttps://arxiv.org/abs/2206.13397
Recordinghttps://youtu.be/q_ozv1VVdAA
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2320%20Inverse%20Heat%20Dissipation.html
https://github.com/tmabraham/diffusion_reading_group#week-21-poisson-flow-generative-models
Poisson Flow Generative Modelshttps://arxiv.org/abs/2209.11178
AssemblyAI blog posthttps://www.assemblyai.com/blog/an-introduction-to-poisson-flow-generative-models/
Recordinghttps://youtu.be/l28qf2Jn7ZA
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2321%20Poisson%20Flow%20Generative%20Models.pdf
Slides - other formatshttps://github.com/irregular-rhomboid/PFGM-talks
https://github.com/tmabraham/diffusion_reading_group#week-22-min-snr-weighting-strategy
Efficient Diffusion Training via Min-SNR Weighting Strategyhttps://arxiv.org/abs/2303.09556
Recordinghttps://youtu.be/SX_IKmil0ao
https://github.com/tmabraham/diffusion_reading_group#week-23-pfgm
PFGM++: Unlocking the Potential of Physics-Inspired Generative Modelshttps://arxiv.org/abs/2302.04265
Recordinghttps://youtu.be/5YDazNs-YMU
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2323%20PFGM%2B%2B.pdf
Slides - other formatshttps://github.com/irregular-rhomboid/PFGM-talks
https://github.com/tmabraham/diffusion_reading_group#week-24-blurring-diffusion-models
Blurring Diffusion Modelshttps://arxiv.org/abs/2209.05557
Recordinghttps://youtu.be/-zOtwta31LU
https://github.com/tmabraham/diffusion_reading_group#week-25-controlnet
Adding Conditional Control to Text-to-Image Diffusion Modelshttps://arxiv.org/abs/2302.05543
Recordinghttps://youtu.be/S_HCnM8BFk0
https://github.com/tmabraham/diffusion_reading_group#week-26-ddpo-rlhf-diffusion
Training Diffusion Models with Reinforcement Learninghttps://arxiv.org/abs/2305.13301
Recordinghttps://youtu.be/xzaZ19z8tOQ
Slideshttps://github.com/tmabraham/diffusion_reading_group/blob/main/%2326%20DDPO.pdf
https://github.com/tmabraham/diffusion_reading_group#week-27-diffusion-transformers
Scalable Diffusion Models with Transformershttps://arxiv.org/abs/2212.09748
Recordinghttps://youtu.be/3UBayMBsuqk
https://github.com/tmabraham/diffusion_reading_group#week-28-simple-diffusion
simple diffusion: End-to-end diffusion for high resolution imageshttps://arxiv.org/abs/2301.11093
Recordinghttps://youtu.be/KIO_amGmqlA
https://github.com/tmabraham/diffusion_reading_group#week-29-wuerstchen
Wuerstchen: Efficient Pretraining of Text-to-Image Modelshttps://arxiv.org/abs/2306.00637
Recordinghttps://youtu.be/YFJDATJcqhg
https://github.com/tmabraham/diffusion_reading_group#week-30-palette
Palette: Image-to-Image Diffusion Modelshttps://arxiv.org/abs/2111.05826
Recordinghttps://youtu.be/7IEue0u2XRE
https://github.com/tmabraham/diffusion_reading_group#list-of-papers-to-cover
Readme https://github.com/tmabraham/diffusion_reading_group#readme-ov-file
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