Ben Miller
@bkmi.bsky.social
FAIR Chemistry. Simulation-based Inference.
We've open sourced Adjoint Sampling!
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
GitHub - facebookresearch/adjoint_sampling: code for "Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching"
code for "Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching" - facebookresearch/adjoint_sampling
github.com
May 14, 2025 at 6:20 PM
We've open sourced Adjoint Sampling!
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
It's part of a bundled release showcasing FAIR's research and open source commitment to AI for science.
github.com/facebookrese...
There's also a blog about the release
ai.meta.com/blog/meta-fa...
Excited to share our latest releases to the FAIR Chemistry’s family of open datasets and models: OMol25 and UMA!
@AIatMeta @OpenCatalyst
OMol25: huggingface.co/facebook/OMo...
UMA: huggingface.co/facebook/UMA
Blog: ai.meta.com/blog/meta-fa...
Demo: huggingface.co/spaces/faceb...
@AIatMeta @OpenCatalyst
OMol25: huggingface.co/facebook/OMo...
UMA: huggingface.co/facebook/UMA
Blog: ai.meta.com/blog/meta-fa...
Demo: huggingface.co/spaces/faceb...
May 14, 2025 at 6:13 PM
Excited to share our latest releases to the FAIR Chemistry’s family of open datasets and models: OMol25 and UMA!
@AIatMeta @OpenCatalyst
OMol25: huggingface.co/facebook/OMo...
UMA: huggingface.co/facebook/UMA
Blog: ai.meta.com/blog/meta-fa...
Demo: huggingface.co/spaces/faceb...
@AIatMeta @OpenCatalyst
OMol25: huggingface.co/facebook/OMo...
UMA: huggingface.co/facebook/UMA
Blog: ai.meta.com/blog/meta-fa...
Demo: huggingface.co/spaces/faceb...
Really happy with this work led by Aaron! Take a look people!
@franknoe.bsky.social @wellingmax.bsky.social
@franknoe.bsky.social @wellingmax.bsky.social
New paper out with FAIR(+FAIR-Chemistry):
Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching
We present a scalable method for learning to sample *conditionally* from unnormalized densities beyond classical force fields.
📄: arxiv.org/abs/2504.11713
Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching
We present a scalable method for learning to sample *conditionally* from unnormalized densities beyond classical force fields.
📄: arxiv.org/abs/2504.11713
May 2, 2025 at 11:00 PM
Really happy with this work led by Aaron! Take a look people!
@franknoe.bsky.social @wellingmax.bsky.social
@franknoe.bsky.social @wellingmax.bsky.social
Reposted by Ben Miller
Excited to be a keynote speaker at the Netherlands Society on Biomolecule Modelling annual meeting tomorrow!
I'll be speaking about All Atom Diffusion Transformers for the first time publicly!
Thank you @erikjbekkers.bsky.social for the invitation 🙏
www.nsbm.nl
I'll be speaking about All Atom Diffusion Transformers for the first time publicly!
Thank you @erikjbekkers.bsky.social for the invitation 🙏
www.nsbm.nl
April 1, 2025 at 4:00 PM
Excited to be a keynote speaker at the Netherlands Society on Biomolecule Modelling annual meeting tomorrow!
I'll be speaking about All Atom Diffusion Transformers for the first time publicly!
Thank you @erikjbekkers.bsky.social for the invitation 🙏
www.nsbm.nl
I'll be speaking about All Atom Diffusion Transformers for the first time publicly!
Thank you @erikjbekkers.bsky.social for the invitation 🙏
www.nsbm.nl
Reposted by Ben Miller
Meet @ivonajdenkoska.bsky.social, Postdoc Researcher at the Uni Amsterdam 🇳🇱. She researches multimodal #FoundationModels, developing efficient methods for vision-language understanding and generative tasks. Learn a career highlight of hers and her advice for young scientists. #WomenInELLIS #AI #ML
March 19, 2025 at 2:27 PM
Meet @ivonajdenkoska.bsky.social, Postdoc Researcher at the Uni Amsterdam 🇳🇱. She researches multimodal #FoundationModels, developing efficient methods for vision-language understanding and generative tasks. Learn a career highlight of hers and her advice for young scientists. #WomenInELLIS #AI #ML
Reposted by Ben Miller
God, that was hard to bear. Students told a physics town hall that grad schools have rescinded admission. NSF proposals are censored for words like “bias,” even when the meaning is technical. Physics curricula are being banned by school districts for encouraging girls. #APSGlobalSummit2025 #APSMarch
March 17, 2025 at 12:37 AM
God, that was hard to bear. Students told a physics town hall that grad schools have rescinded admission. NSF proposals are censored for words like “bias,” even when the meaning is technical. Physics curricula are being banned by school districts for encouraging girls. #APSGlobalSummit2025 #APSMarch
Chaitanya led a very impressive paper here! Congrats and yay for unified representations!
Introducing All-atom Diffusion Transformers
— towards Foundation Models for generative chemistry, from my internship with the FAIR Chemistry team
There are a couple ML ideas which I think are new and exciting in here 👇
— towards Foundation Models for generative chemistry, from my internship with the FAIR Chemistry team
There are a couple ML ideas which I think are new and exciting in here 👇
March 11, 2025 at 1:00 PM
Chaitanya led a very impressive paper here! Congrats and yay for unified representations!
Reposted by Ben Miller
Here is tomorrow’s program. We’re meeting at 11 a.m. at the Garenmarktplein in Leiden. The program starts at 11.30. The teach outs are throughout the day in The Hague and Leiden: www.universiteitleiden.nl/en/news/2025...
10 maart: Universiteit Leiden start estafettestaking tegen bezuinigingen
Medewerkers van de Universiteit Leiden trappen maandag 10 maart de estafettestaking af van de Nederlandse universiteiten tegen de kabinetsbezuinigingen.
www.universiteitleiden.nl
March 9, 2025 at 12:09 PM
Here is tomorrow’s program. We’re meeting at 11 a.m. at the Garenmarktplein in Leiden. The program starts at 11.30. The teach outs are throughout the day in The Hague and Leiden: www.universiteitleiden.nl/en/news/2025...
Looks cool!
🤹 Excited to share Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems
joint work with @wellingmax.bsky.social and @jwvdm.bsky.social
preprint: arxiv.org/abs/2502.17019
code: github.com/maxxxzdn/erwin
joint work with @wellingmax.bsky.social and @jwvdm.bsky.social
preprint: arxiv.org/abs/2502.17019
code: github.com/maxxxzdn/erwin
March 6, 2025 at 6:39 AM
Looks cool!
Reposted by Ben Miller
We are experiencing an assault on science unparalleled by anything I’ve seen in my life. It’s not one issue or another anymore, the entire institution is under attack by the most powerful individuals in the country.
This Friday, where will you be?
standupforscience2025.org
This Friday, where will you be?
standupforscience2025.org
March 2, 2025 at 4:27 PM
We are experiencing an assault on science unparalleled by anything I’ve seen in my life. It’s not one issue or another anymore, the entire institution is under attack by the most powerful individuals in the country.
This Friday, where will you be?
standupforscience2025.org
This Friday, where will you be?
standupforscience2025.org
Looks very cool!
Synchronization is ubiquitous in nature and a key mechanism for information processing in the brain. We introduce AKOrN as a dynamical alternative to threshold units, which can be combined with MLPs, CNNs or Transformers. ICLR'25 Oral. Project page: takerum.github.io/akorn_projec...
February 26, 2025 at 7:29 AM
Looks very cool!
Reposted by Ben Miller
ELLIS welcomes the InvestAI initiative as a strong step toward strengthening AI research, computing infrastructure, and talent development in Europe.
Read our full statement: ellis.eu/news/ellis-w...
#AIActionSummit
Read our full statement: ellis.eu/news/ellis-w...
#AIActionSummit
ELLIS Welcomes InvestAI Initiative as a Strong Endorsement of Its Mission
The ELLIS mission is to create a diverse European network that promotes research excellence and advances breakthroughs in AI, as well as a pan-European PhD program to educate the next generation of AI...
ellis.eu
February 11, 2025 at 7:57 PM
ELLIS welcomes the InvestAI initiative as a strong step toward strengthening AI research, computing infrastructure, and talent development in Europe.
Read our full statement: ellis.eu/news/ellis-w...
#AIActionSummit
Read our full statement: ellis.eu/news/ellis-w...
#AIActionSummit
Reposted by Ben Miller
Get in dorks, we're going protesting!
STAND UP FOR SCIENCE WITH US ON MARCH 7TH, 2025
WASHINGTON DC AND EVERY STATE CAPITOL
Because science is for everyone!
Find us at standupforscience2025.org
#standupforscience2025 #scienceforall #sciencenotsilence
STAND UP FOR SCIENCE WITH US ON MARCH 7TH, 2025
WASHINGTON DC AND EVERY STATE CAPITOL
Because science is for everyone!
Find us at standupforscience2025.org
#standupforscience2025 #scienceforall #sciencenotsilence
February 10, 2025 at 11:40 PM
Get in dorks, we're going protesting!
STAND UP FOR SCIENCE WITH US ON MARCH 7TH, 2025
WASHINGTON DC AND EVERY STATE CAPITOL
Because science is for everyone!
Find us at standupforscience2025.org
#standupforscience2025 #scienceforall #sciencenotsilence
STAND UP FOR SCIENCE WITH US ON MARCH 7TH, 2025
WASHINGTON DC AND EVERY STATE CAPITOL
Because science is for everyone!
Find us at standupforscience2025.org
#standupforscience2025 #scienceforall #sciencenotsilence
Reposted by Ben Miller
You think Jacobian and Hessian matrices are prohibitively expensive to compute on your problem? Our latest preprint with @gdalle.bsky.social might change your mind!
arxiv.org/abs/2501.17737
🧵1/8
arxiv.org/abs/2501.17737
🧵1/8
January 30, 2025 at 2:32 PM
You think Jacobian and Hessian matrices are prohibitively expensive to compute on your problem? Our latest preprint with @gdalle.bsky.social might change your mind!
arxiv.org/abs/2501.17737
🧵1/8
arxiv.org/abs/2501.17737
🧵1/8
Reposted by Ben Miller
If you’re in the US and you’d like to know what projects and vital services federal grants currently fund in your state, you can search here: www.usaspending.gov
And you can find the contact information for your elected representatives here: www.usa.gov/elected-offi...
They need to hear from you.
And you can find the contact information for your elected representatives here: www.usa.gov/elected-offi...
They need to hear from you.
USAspending.gov
www.usaspending.gov
January 28, 2025 at 4:59 AM
If you’re in the US and you’d like to know what projects and vital services federal grants currently fund in your state, you can search here: www.usaspending.gov
And you can find the contact information for your elected representatives here: www.usa.gov/elected-offi...
They need to hear from you.
And you can find the contact information for your elected representatives here: www.usa.gov/elected-offi...
They need to hear from you.
Reposted by Ben Miller
🙏 Please help us improve the SBI toolbox! 🙏
In preparation for the upcoming SBI Hackathon, we’re running a user study to learn what you like, what we can improve, and how we can grow.
👉 Please share your thoughts here: forms.gle/foHK7myV2oaK...
Your input will make a big difference—thank you! 🙌
In preparation for the upcoming SBI Hackathon, we’re running a user study to learn what you like, what we can improve, and how we can grow.
👉 Please share your thoughts here: forms.gle/foHK7myV2oaK...
Your input will make a big difference—thank you! 🙌
January 28, 2025 at 3:18 PM
🙏 Please help us improve the SBI toolbox! 🙏
In preparation for the upcoming SBI Hackathon, we’re running a user study to learn what you like, what we can improve, and how we can grow.
👉 Please share your thoughts here: forms.gle/foHK7myV2oaK...
Your input will make a big difference—thank you! 🙌
In preparation for the upcoming SBI Hackathon, we’re running a user study to learn what you like, what we can improve, and how we can grow.
👉 Please share your thoughts here: forms.gle/foHK7myV2oaK...
Your input will make a big difference—thank you! 🙌
Reposted by Ben Miller
USDOT has now deleted this webpage
USDOT just published a Climate Strategies that Work Playbook. Looks pretty good.
Topics covered include road pricing, parking reform, and transit system integration. For each one, USDOT summarizes research findings and suggests federal funding opportunities.
www.transportation.gov/climate-stra...
Topics covered include road pricing, parking reform, and transit system integration. For each one, USDOT summarizes research findings and suggests federal funding opportunities.
www.transportation.gov/climate-stra...
January 26, 2025 at 7:16 PM
USDOT has now deleted this webpage
Reposted by Ben Miller
January 24, 2025 at 10:19 AM
Reposted by Ben Miller
The NIH actions go far beyond the DEI crackdown. All external advisory meetings are canceled, in ones that were in progress today. That means that NIH cannot issue new grants, as external review is required by law. It's a big deal. See, e.g. www.science.org/content/arti...
Trump hits NIH with ‘devastating’ freezes on meetings, travel, communications, and hiring
Researchers facing
www.science.org
January 23, 2025 at 5:49 AM
The NIH actions go far beyond the DEI crackdown. All external advisory meetings are canceled, in ones that were in progress today. That means that NIH cannot issue new grants, as external review is required by law. It's a big deal. See, e.g. www.science.org/content/arti...
I sadly won't attend (at least not in person) this year, but it was great fun with great people!
🚀 Join the 4th SBI Hackathon! 🚀
The last SBI hackathon was a fantastic milestone in forming a collaborative open-source community around SBI. Be part of it this year as we build on that momentum!
📅 March 17–21, 2025
📍 Tübingen, Germany or remote
👉 Details: github.com/sbi-dev/sbi/...
More Info:🧵👇
The last SBI hackathon was a fantastic milestone in forming a collaborative open-source community around SBI. Be part of it this year as we build on that momentum!
📅 March 17–21, 2025
📍 Tübingen, Germany or remote
👉 Details: github.com/sbi-dev/sbi/...
More Info:🧵👇
January 20, 2025 at 4:40 PM
I sadly won't attend (at least not in person) this year, but it was great fun with great people!
Reposted by Ben Miller
Microsoft researchers introduce MatterGen, a model that can discover new materials tailored to specific needs—like efficient solar cells or CO2 recycling—advancing progress beyond trial-and-error experiments. www.microsoft.com/en-us/resear...
January 16, 2025 at 10:07 AM
Microsoft researchers introduce MatterGen, a model that can discover new materials tailored to specific needs—like efficient solar cells or CO2 recycling—advancing progress beyond trial-and-error experiments. www.microsoft.com/en-us/resear...
Reposted by Ben Miller
Come join us on an exciting joint PhD project on ML for protein function with @kailalab.bsky.social -- We are looking for a strong quantitative candidate with prior experience in ML. The position is based in Gothenburg and is fully funded for 5 years.
www.chalmers.se/en/about-cha...
Vacancies
www.chalmers.se
December 23, 2024 at 8:17 AM
Come join us on an exciting joint PhD project on ML for protein function with @kailalab.bsky.social -- We are looking for a strong quantitative candidate with prior experience in ML. The position is based in Gothenburg and is fully funded for 5 years.
www.chalmers.se/en/about-cha...
Reposted by Ben Miller
📢 My team at Meta (including Yaron Lipman and Ricky Chen) is hiring a postdoctoral researcher to help us build the next generation of flow, transport, and diffusion models! Please apply here and message me:
www.metacareers.com/jobs/1459691...
www.metacareers.com/jobs/1459691...
Postdoctoral Researcher, Fundamental AI Research (PhD)
Meta's mission is to build the future of human connection and the technology that makes it possible.
www.metacareers.com
January 6, 2025 at 5:37 PM
📢 My team at Meta (including Yaron Lipman and Ricky Chen) is hiring a postdoctoral researcher to help us build the next generation of flow, transport, and diffusion models! Please apply here and message me:
www.metacareers.com/jobs/1459691...
www.metacareers.com/jobs/1459691...
Reposted by Ben Miller
🔊 Super excited to announce the first ever Frontiers of Probabilistic Inference: Learning meets Sampling workshop at #ICLR2025 @iclr-conf.bsky.social!
🔗 website: sites.google.com/view/fpiwork...
🔥 Call for papers: sites.google.com/view/fpiwork...
more details in thread below👇 🧵
🔗 website: sites.google.com/view/fpiwork...
🔥 Call for papers: sites.google.com/view/fpiwork...
more details in thread below👇 🧵
December 18, 2024 at 7:09 PM
🔊 Super excited to announce the first ever Frontiers of Probabilistic Inference: Learning meets Sampling workshop at #ICLR2025 @iclr-conf.bsky.social!
🔗 website: sites.google.com/view/fpiwork...
🔥 Call for papers: sites.google.com/view/fpiwork...
more details in thread below👇 🧵
🔗 website: sites.google.com/view/fpiwork...
🔥 Call for papers: sites.google.com/view/fpiwork...
more details in thread below👇 🧵
Reposted by Ben Miller
hello bluesky! we have a new preprint on solvation free energies:
tl;dr: We define an interpolating density by its sampling process, and learn the corresponding equilibrium potential with score matching. arxiv.org/abs/2410.15815
with @francois.fleuret.org and @tbereau.bsky.social
(1/n)
tl;dr: We define an interpolating density by its sampling process, and learn the corresponding equilibrium potential with score matching. arxiv.org/abs/2410.15815
with @francois.fleuret.org and @tbereau.bsky.social
(1/n)
December 17, 2024 at 12:32 PM
hello bluesky! we have a new preprint on solvation free energies:
tl;dr: We define an interpolating density by its sampling process, and learn the corresponding equilibrium potential with score matching. arxiv.org/abs/2410.15815
with @francois.fleuret.org and @tbereau.bsky.social
(1/n)
tl;dr: We define an interpolating density by its sampling process, and learn the corresponding equilibrium potential with score matching. arxiv.org/abs/2410.15815
with @francois.fleuret.org and @tbereau.bsky.social
(1/n)