Fellow #Diffusion and #FlowMatching enthusiasts, any tips for presenting this class of generative models to a broader ML audience? Any examples of slides that you have seen (or made) that you really like? 📊
November 18, 2024 at 12:06 PM
Fellow #Diffusion and #FlowMatching enthusiasts, any tips for presenting this class of generative models to a broader ML audience? Any examples of slides that you have seen (or made) that you really like? 📊
Thanks all who helped out and commented in this thread with tips and tricks!
I gave a talked recently on some work we have been doing in the lab that incorporated aspects from several of the responses.
docs.google.com/presentation...
#DiffusionModels #FlowMatching #StochasticInterpolants
I gave a talked recently on some work we have been doing in the lab that incorporated aspects from several of the responses.
docs.google.com/presentation...
#DiffusionModels #FlowMatching #StochasticInterpolants
December 3, 2024 at 7:15 AM
Thanks all who helped out and commented in this thread with tips and tricks!
I gave a talked recently on some work we have been doing in the lab that incorporated aspects from several of the responses.
docs.google.com/presentation...
#DiffusionModels #FlowMatching #StochasticInterpolants
I gave a talked recently on some work we have been doing in the lab that incorporated aspects from several of the responses.
docs.google.com/presentation...
#DiffusionModels #FlowMatching #StochasticInterpolants
So exciting to see everyone here. A brief self-intro for others:
I am currently a PhD student with @florianjug.bsky.social. My work involves the application of AI in bioimage analysis. I am interested in the application of #GenAI to solve inverse problems with #DiffusionModels #FlowMatching #VAEs.
I am currently a PhD student with @florianjug.bsky.social. My work involves the application of AI in bioimage analysis. I am interested in the application of #GenAI to solve inverse problems with #DiffusionModels #FlowMatching #VAEs.
November 18, 2024 at 11:22 AM
So exciting to see everyone here. A brief self-intro for others:
I am currently a PhD student with @florianjug.bsky.social. My work involves the application of AI in bioimage analysis. I am interested in the application of #GenAI to solve inverse problems with #DiffusionModels #FlowMatching #VAEs.
I am currently a PhD student with @florianjug.bsky.social. My work involves the application of AI in bioimage analysis. I am interested in the application of #GenAI to solve inverse problems with #DiffusionModels #FlowMatching #VAEs.
🚨🚀
Come hear @gbarto.bsky.social talk about SDE Matching tomorrow!
SDE Matching is a highly efficient and scalable training framework for Latent/Neural SDEs.
You no longer have to discretize or simulate your SDE models when fitting them to data.
#SDE #Diffusion #FlowMatching #ML
Come hear @gbarto.bsky.social talk about SDE Matching tomorrow!
SDE Matching is a highly efficient and scalable training framework for Latent/Neural SDEs.
You no longer have to discretize or simulate your SDE models when fitting them to data.
#SDE #Diffusion #FlowMatching #ML
June 30, 2025 at 10:40 AM
🚨🚀
Come hear @gbarto.bsky.social talk about SDE Matching tomorrow!
SDE Matching is a highly efficient and scalable training framework for Latent/Neural SDEs.
You no longer have to discretize or simulate your SDE models when fitting them to data.
#SDE #Diffusion #FlowMatching #ML
Come hear @gbarto.bsky.social talk about SDE Matching tomorrow!
SDE Matching is a highly efficient and scalable training framework for Latent/Neural SDEs.
You no longer have to discretize or simulate your SDE models when fitting them to data.
#SDE #Diffusion #FlowMatching #ML
Twitter saw it first but to get to grips with discrete flow matching paper, I've put together a little notebook to test it on MNIST. I kept the article's notations so it's easy to follow alongside the article! #flowmatching #generativeAI
🐍 notebook: github.com/gle-bellier/...
🐍 notebook: github.com/gle-bellier/...
November 15, 2024 at 9:10 PM
Twitter saw it first but to get to grips with discrete flow matching paper, I've put together a little notebook to test it on MNIST. I kept the article's notations so it's easy to follow alongside the article! #flowmatching #generativeAI
🐍 notebook: github.com/gle-bellier/...
🐍 notebook: github.com/gle-bellier/...
At #ICML2025 this week?
Come check out our work on controlled generation, simulation-free latent SDEs, and risk monitoring in test-time adaptation, and chat with the awesome students that made it happen!
#SDE #Diffusion #FlowMatching #TTA #UncertaintyQuantification
Come check out our work on controlled generation, simulation-free latent SDEs, and risk monitoring in test-time adaptation, and chat with the awesome students that made it happen!
#SDE #Diffusion #FlowMatching #TTA #UncertaintyQuantification
July 16, 2025 at 9:29 AM
At #ICML2025 this week?
Come check out our work on controlled generation, simulation-free latent SDEs, and risk monitoring in test-time adaptation, and chat with the awesome students that made it happen!
#SDE #Diffusion #FlowMatching #TTA #UncertaintyQuantification
Come check out our work on controlled generation, simulation-free latent SDEs, and risk monitoring in test-time adaptation, and chat with the awesome students that made it happen!
#SDE #Diffusion #FlowMatching #TTA #UncertaintyQuantification
Exploring the intersection of Diffusion and Flow Matching models! 🚀 1. Flow models intro. 2. Clears up the confusion, showing how Gaussian flow matching and diffusion models align:
1. 🔗 mlg.eng.cam.ac.uk/blog/2024/01...
2. 🔗 diffusionflow.github.io
#FlowMatching #DiffusionModels #GenerativeModels
1. 🔗 mlg.eng.cam.ac.uk/blog/2024/01...
2. 🔗 diffusionflow.github.io
#FlowMatching #DiffusionModels #GenerativeModels
March 21, 2025 at 11:19 AM
Exploring the intersection of Diffusion and Flow Matching models! 🚀 1. Flow models intro. 2. Clears up the confusion, showing how Gaussian flow matching and diffusion models align:
1. 🔗 mlg.eng.cam.ac.uk/blog/2024/01...
2. 🔗 diffusionflow.github.io
#FlowMatching #DiffusionModels #GenerativeModels
1. 🔗 mlg.eng.cam.ac.uk/blog/2024/01...
2. 🔗 diffusionflow.github.io
#FlowMatching #DiffusionModels #GenerativeModels
📢Out now! @stemartiniani.bsky.social and colleagues present PropMolFlow, a flow-matching method for property-guided molecule generation. #MoleculeDiscovery #FlowMatching www.nature.com/articles/s43... #chemsky
🔓 rdcu.be/eZ5cG
🔓 rdcu.be/eZ5cG
PropMolFlow: property-guided molecule generation with geometry-complete flow matching - Nature Computational Science
PropMolFlow is a flow-matching method for property-guided molecule generation that matches diffusion model performance while generating stable, valid structures more quickly and enabling the discovery...
www.nature.com
January 21, 2026 at 1:48 PM
📢Out now! @stemartiniani.bsky.social and colleagues present PropMolFlow, a flow-matching method for property-guided molecule generation. #MoleculeDiscovery #FlowMatching www.nature.com/articles/s43... #chemsky
🔓 rdcu.be/eZ5cG
🔓 rdcu.be/eZ5cG
ResMatching accepted to IEEE ISBI 2025🎉. We extend Guided CFM to Computational Super-Resolution under extreme noise, achieving SOTA performance and calibrated posterior sampling that reflects uncertainty in real data. Learn more here: www.linkedin.com/posts/anirba...
#isbi2026 #generativeai #flowmatching #computationalsuperresolution #bioimageanalysis | Anirban Ray
Excited to share that ResMatching (https://lnkd.in/dn_6VB9Q) has been accepted to IEEE International Symposium on Biomedical Imaging (ISBI) 2026! 🎉🎉
This work represents a significant step forward in...
www.linkedin.com
January 15, 2026 at 4:04 AM
ResMatching accepted to IEEE ISBI 2025🎉. We extend Guided CFM to Computational Super-Resolution under extreme noise, achieving SOTA performance and calibrated posterior sampling that reflects uncertainty in real data. Learn more here: www.linkedin.com/posts/anirba...
Alibaba just dropped Qwen-Image-2.1, a diffusion‑transformer that cranks out stunning text‑to‑image and RGBA edits. Paired with Qwen3‑VL and Flow Matching, it’s a game‑changer for AI art. Curious? Dive in! #QwenImage21 #AlibabaAI #FlowMatching
🔗 aidailypost.com/news/alibaba...
🔗 aidailypost.com/news/alibaba...
September 21, 2026 at 4:50 PM
Alibaba just dropped Qwen-Image-2.1, a diffusion‑transformer that cranks out stunning text‑to‑image and RGBA edits. Paired with Qwen3‑VL and Flow Matching, it’s a game‑changer for AI art. Curious? Dive in! #QwenImage21 #AlibabaAI #FlowMatching
🔗 aidailypost.com/news/alibaba...
🔗 aidailypost.com/news/alibaba...
Value Gradient Guidance for Flow Matching Alignment
Carles Domingo-Enrich, Dinghuai Zhang et al.
Paper
Details
#ValueGradient #FlowMatching #Alignment
Carles Domingo-Enrich, Dinghuai Zhang et al.
Paper
Details
#ValueGradient #FlowMatching #Alignment
December 5, 2025 at 9:02 AM
Value Gradient Guidance for Flow Matching Alignment
Carles Domingo-Enrich, Dinghuai Zhang et al.
Paper
Details
#ValueGradient #FlowMatching #Alignment
Carles Domingo-Enrich, Dinghuai Zhang et al.
Paper
Details
#ValueGradient #FlowMatching #Alignment
8/
✨ Transcriptomes from images ✨
Using optimal transport + flow matching, scPortrait generates gene expression directly from CODEX images, capturing canonical marker expression like TCL1A in germinal centers in the tonsil
#CODEX #flowmatching #OT
✨ Transcriptomes from images ✨
Using optimal transport + flow matching, scPortrait generates gene expression directly from CODEX images, capturing canonical marker expression like TCL1A in germinal centers in the tonsil
#CODEX #flowmatching #OT
September 24, 2025 at 12:22 PM
8/
✨ Transcriptomes from images ✨
Using optimal transport + flow matching, scPortrait generates gene expression directly from CODEX images, capturing canonical marker expression like TCL1A in germinal centers in the tonsil
#CODEX #flowmatching #OT
✨ Transcriptomes from images ✨
Using optimal transport + flow matching, scPortrait generates gene expression directly from CODEX images, capturing canonical marker expression like TCL1A in germinal centers in the tonsil
#CODEX #flowmatching #OT
🚀 New preprint!
We enhance the efficiency and performance of diffusion models by introducing a new Total-Variance / Signal-to-Noise Ratio (TV/SNR) disentangled framework, allowing independent control over both.
🔗 arXiv: arxiv.org/abs/2502.08598
@bifold.berlin #ML #DiffusionModels #FlowMatching
We enhance the efficiency and performance of diffusion models by introducing a new Total-Variance / Signal-to-Noise Ratio (TV/SNR) disentangled framework, allowing independent control over both.
🔗 arXiv: arxiv.org/abs/2502.08598
@bifold.berlin #ML #DiffusionModels #FlowMatching
February 20, 2025 at 5:16 PM
🚀 New preprint!
We enhance the efficiency and performance of diffusion models by introducing a new Total-Variance / Signal-to-Noise Ratio (TV/SNR) disentangled framework, allowing independent control over both.
🔗 arXiv: arxiv.org/abs/2502.08598
@bifold.berlin #ML #DiffusionModels #FlowMatching
We enhance the efficiency and performance of diffusion models by introducing a new Total-Variance / Signal-to-Noise Ratio (TV/SNR) disentangled framework, allowing independent control over both.
🔗 arXiv: arxiv.org/abs/2502.08598
@bifold.berlin #ML #DiffusionModels #FlowMatching
New article!
Generative unsupervised downscaling of climate models via domain alignment: Application to wind fields
👉https://cup.org/4q0c7Oa
✍️Julie Keisler, Boutheina Oueslati, Anastase Charantonis, Yannig Goude & @cmontel.bsky.social
#downscaling #flowmatching @climformatics.bsky.social
Generative unsupervised downscaling of climate models via domain alignment: Application to wind fields
👉https://cup.org/4q0c7Oa
✍️Julie Keisler, Boutheina Oueslati, Anastase Charantonis, Yannig Goude & @cmontel.bsky.social
#downscaling #flowmatching @climformatics.bsky.social
August 10, 2026 at 10:02 AM
New article!
Generative unsupervised downscaling of climate models via domain alignment: Application to wind fields
👉https://cup.org/4q0c7Oa
✍️Julie Keisler, Boutheina Oueslati, Anastase Charantonis, Yannig Goude & @cmontel.bsky.social
#downscaling #flowmatching @climformatics.bsky.social
Generative unsupervised downscaling of climate models via domain alignment: Application to wind fields
👉https://cup.org/4q0c7Oa
✍️Julie Keisler, Boutheina Oueslati, Anastase Charantonis, Yannig Goude & @cmontel.bsky.social
#downscaling #flowmatching @climformatics.bsky.social
Turns out flow matching and diffusion models are two sides of the same coin—new theory ties them together. 🤯 Dive into the math behind the magic and see what this means for next‑gen generative AI. #FlowMatching #DiffusionModels #GenerativeAI
🔗 aidailypost.com/news/flow-ma...
🔗 aidailypost.com/news/flow-ma...
August 8, 2026 at 1:03 AM
Turns out flow matching and diffusion models are two sides of the same coin—new theory ties them together. 🤯 Dive into the math behind the magic and see what this means for next‑gen generative AI. #FlowMatching #DiffusionModels #GenerativeAI
🔗 aidailypost.com/news/flow-ma...
🔗 aidailypost.com/news/flow-ma...
Flow-ERD: Advancing Realistic and Diverse Traffic Simulation for Autonomous Driving
https://pneumetron.com/news/ai_research/flow-erd-realistic-diverse-traffic-simulation-1d6df8
#autonomousdriving #trafficsimulation #multiagentsystems #flowmatching
https://pneumetron.com/news/ai_research/flow-erd-realistic-diverse-traffic-simulation-1d6df8
#autonomousdriving #trafficsimulation #multiagentsystems #flowmatching
July 14, 2026 at 2:49 AM
Flow-ERD: Advancing Realistic and Diverse Traffic Simulation for Autonomous Driving
https://pneumetron.com/news/ai_research/flow-erd-realistic-diverse-traffic-simulation-1d6df8
#autonomousdriving #trafficsimulation #multiagentsystems #flowmatching
https://pneumetron.com/news/ai_research/flow-erd-realistic-diverse-traffic-simulation-1d6df8
#autonomousdriving #trafficsimulation #multiagentsystems #flowmatching
The flow‑matching refiner improves molecular conformer quality while cutting denoising steps, and testing on GEOM‑QM9 and GEOM‑Drugs benchmarks showed improvements. Read more: https://getnews.me/flow-matching-refiner-boosts-molecular-conformer-generation/ #flowmatching #conformer
October 8, 2025 at 5:28 AM
The flow‑matching refiner improves molecular conformer quality while cutting denoising steps, and testing on GEOM‑QM9 and GEOM‑Drugs benchmarks showed improvements. Read more: https://getnews.me/flow-matching-refiner-boosts-molecular-conformer-generation/ #flowmatching #conformer
Researchers unveiled a 3‑D Flow Matching framework that creates synthetic CT from MRI or CBCT. It placed in the SynthRAD2025 Challenge and the pre‑print was posted on 6 Oct 2025. Read more: https://getnews.me/flow-matching-advances-mri-ct-and-cbct-ct-synthetic-imaging/ #flowmatching #syntheticct
October 8, 2025 at 4:58 AM
Researchers unveiled a 3‑D Flow Matching framework that creates synthetic CT from MRI or CBCT. It placed in the SynthRAD2025 Challenge and the pre‑print was posted on 6 Oct 2025. Read more: https://getnews.me/flow-matching-advances-mri-ct-and-cbct-ct-synthetic-imaging/ #flowmatching #syntheticct
A flow-matching warm-start model using a single-view depth camera point cloud was tested on a Universal Robots UR5e arm, achieving higher success rates than random or conventional initializers. https://getnews.me/flow-matching-warm-start-boosts-robotic-arm-motion-planning/ #flowmatching #ur5e
October 7, 2025 at 2:40 PM
A flow-matching warm-start model using a single-view depth camera point cloud was tested on a Universal Robots UR5e arm, achieving higher success rates than random or conventional initializers. https://getnews.me/flow-matching-warm-start-boosts-robotic-arm-motion-planning/ #flowmatching #ur5e
Smart-GRPO improves reward optimization and visual quality in flow-matching models, outperforming baseline random-noise methods, the authors report on 3 Oct 2025. Read more: https://getnews.me/smart-grpo-optimizes-noise-sampling-for-rl-in-flow-matching-models/ #smartgrpo #flowmatching
October 6, 2025 at 6:44 AM
Smart-GRPO improves reward optimization and visual quality in flow-matching models, outperforming baseline random-noise methods, the authors report on 3 Oct 2025. Read more: https://getnews.me/smart-grpo-optimizes-noise-sampling-for-rl-in-flow-matching-models/ #smartgrpo #flowmatching
Purrception offers variational flow matching for vector‑quantized image generation, delivering faster training and competitive FID on 256×256 pixel data. Submitted 1 Oct 2025. Read more: https://getnews.me/purrception-variational-flow-matching-for-vq-image-generation/ #flowmatching #vq
October 3, 2025 at 8:23 PM
Purrception offers variational flow matching for vector‑quantized image generation, delivering faster training and competitive FID on 256×256 pixel data. Submitted 1 Oct 2025. Read more: https://getnews.me/purrception-variational-flow-matching-for-vq-image-generation/ #flowmatching #vq
A vocoder‑free framework using flow‑matching generates 48 kHz waveforms directly, delivering state‑of‑the‑art audio super‑resolution across upsampling factors. Read more: https://getnews.me/vocoder-free-audio-super-resolution-achieves-state-of-the-art-quality/ #audiosuperresolution #flowmatching
October 3, 2025 at 5:29 AM
A vocoder‑free framework using flow‑matching generates 48 kHz waveforms directly, delivering state‑of‑the‑art audio super‑resolution across upsampling factors. Read more: https://getnews.me/vocoder-free-audio-super-resolution-achieves-state-of-the-art-quality/ #audiosuperresolution #flowmatching
FMCPE adds a flow‑matching correction with real calibration samples, cutting inference error and improving uncertainty calibration on synthetic benchmarks. https://getnews.me/flow-matching-boosts-simulation-based-inference-under-misspecification/ #simulationinference #flowmatching
October 1, 2025 at 5:22 AM
FMCPE adds a flow‑matching correction with real calibration samples, cutting inference error and improving uncertainty calibration on synthetic benchmarks. https://getnews.me/flow-matching-boosts-simulation-based-inference-under-misspecification/ #simulationinference #flowmatching
Score‑distillation now works on flow‑matching text‑to‑image models such as SANA and FLUX.1‑dev, delivering single‑step generation without extra training. Read more: https://getnews.me/score-distillation-extends-to-text-to-image-flow-matching-models/ #scoredistillation #flowmatching #texttoimage
October 1, 2025 at 3:18 AM
Score‑distillation now works on flow‑matching text‑to‑image models such as SANA and FLUX.1‑dev, delivering single‑step generation without extra training. Read more: https://getnews.me/score-distillation-extends-to-text-to-image-flow-matching-models/ #scoredistillation #flowmatching #texttoimage
Researchers introduced OAT-FM, a method that improves flow matching by optimizing acceleration transport rather than constant velocity, and have released the code openly on GitHub. Read more: https://getnews.me/oat-fm-advances-flow-matching-with-optimal-acceleration-transport/ #oatfm #flowmatching
October 1, 2025 at 1:23 AM
Researchers introduced OAT-FM, a method that improves flow matching by optimizing acceleration transport rather than constant velocity, and have released the code openly on GitHub. Read more: https://getnews.me/oat-fm-advances-flow-matching-with-optimal-acceleration-transport/ #oatfm #flowmatching