Sam Bond-Taylor
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sambondtaylor.bsky.social
Sam Bond-Taylor
@sambondtaylor.bsky.social
Senior Researcher in Health Futures at Microsoft Research. Previously PhD in deep generative models at Durham University.
Reposted by Sam Bond-Taylor
🩻Excited to share our latest preprint: “Data Scaling Laws for Radiology Foundation Models”
Foundation vision encoders like CLIP and DINOv2 have transformed general computer vision, but what happens when we scale them for medical imaging?

📄 Read the full preprint here: arxiv.org/abs/2509.12818
Data Scaling Laws for Radiology Foundation Models
Foundation vision encoders such as CLIP and DINOv2, trained on web-scale data, exhibit strong transfer performance across tasks and datasets. However, medical imaging foundation models remain constrai...
arxiv.org
September 23, 2025 at 8:34 AM
Reposted by Sam Bond-Taylor
The world’s first multimodal, bilingual radiology dataset could reshape the way radiologists and AI systems make sense of X-rays. PadChest-GR, developed by the University of Alicante with Microsoft Research, has the potential to advance research across the field for years to come. msft.it/6013SLDYZ
June 26, 2025 at 4:06 PM
Reposted by Sam Bond-Taylor
"Socialism”

Professor and ‘Godfather of AI’ Geoffrey Hinton says that socialist policies are the only way to ensure that wealth generated from AI is fairly distributed

#Peston
April 2, 2025 at 11:22 PM
Reposted by Sam Bond-Taylor
Happy to announce a collaboration with the Mayo Clinic to advance our research in radiology report generation!
newsnetwork.mayoclinic.org/discussion/m...
Tagging some of the core team: @valesalvatelli.bsky.social @fepegar.com @maxilse.bsky.social @sambondtaylor.bsky.social @anton-sc.bsky.social
newsnetwork.mayoclinic.org
January 15, 2025 at 10:56 AM
Reposted by Sam Bond-Taylor
Have you ever wondered how to train an autoregressive generative transformer on text and raw pixels, without a pretrained visual tokenizer (e.g. VQ-VAE)?

We have been pondering this during summer and developed a new model: JetFormer 🌊🤖

arxiv.org/abs/2411.19722

A thread 👇

1/
December 2, 2024 at 4:41 PM
Reposted by Sam Bond-Taylor
A common question nowadays: Which is better, diffusion or flow matching? 🤔

Our answer: They’re two sides of the same coin. We wrote a blog post to show how diffusion models and Gaussian flow matching are equivalent. That’s great: It means you can use them interchangeably.
December 2, 2024 at 6:45 PM
Reposted by Sam Bond-Taylor
Hey folks, we have a final request for comments for our JuliaHealth Mini-Symposium draft submission! 🧪 🛟🩺

Have any final thoughts? Click on the link to learn more! We will be submitting December 1st!

Let's bring #julialang to health research, together!

#medsky #AcademicTwitter #publicHealth
JuliaHealth Mini-Symposium Draft Comments
Hi folks! 👋 We are looking for final comments about our JuliaHealth Mini-Symposium draft submission we have created! You can view the draft here: JuliaHealth Mini-Symposium - JuliaCon 2025 - Google D...
discourse.julialang.org
November 29, 2024 at 8:55 PM
I'm not sure I agree with this take. Good news shouldn't be restricted to only those who can afford it. That's why if you can afford it, it's important to back independent news organisations which are run off donations and declare how they are funded.
In summary…
November 28, 2024 at 2:50 PM
Reposted by Sam Bond-Taylor
BayesFlow is a library for amortized Bayesian inference with neural networks.

⋅ Multi-backend via Keras 3: Use PyTorch, TensorFlow, or JAX.
⋅ Modern nets: Flow matching, diffusion, consistency models, normalizing flows, transformers
⋅ Built-in diagnostics and plotting

🔗 github.com/bayesflow-or...
November 22, 2024 at 10:31 PM
Reposted by Sam Bond-Taylor
We know that diffusion models learn interesting representations during training, but can we increase their generation performances by distilling representations learned by self-supervised encoders? 👀

The REPA article by Sihyun Yu et al. shows better FID + faster convergence arxiv.org/abs/2410.06940
November 22, 2024 at 4:31 PM
Reposted by Sam Bond-Taylor
I am utterly delighted by this subversive use of the Bluesky label feature, where you can subscribe to a custom app that then adds visible labels to profiles

This one shows you which posh expensive private school British public figures attended, plus their current fees
bsky.app/profile/dadd...
bsky.app
November 22, 2024 at 3:53 PM
Reposted by Sam Bond-Taylor
I’ve created a starter pack! Follow us if you want to know more about what we’re up to at Microsoft Research Health Futures 🩻⚕️🏥

Get in touch if you think you or someone else should be added!
November 22, 2024 at 6:55 PM
Reposted by Sam Bond-Taylor
We have to stop treating planet as a dumping ground.

"Generative AI applications alone could add 1.2 million to 5 million metric tons of this hazardous trash by 2030."

#PlanetaryBoundaries #PublicHealth
www.scientificamerican.com/article/gene...
Generative AI Could Generate Millions More Tons of E-Waste by 2030
Generative AI could saddle the planet with heaps more hazardous waste
www.scientificamerican.com
November 16, 2024 at 9:04 AM