Exciting news: AMLab is happy to have 7 papers accepted at #ICML2025! 🎉 See the thread below for the full list 📝 and meet us in Vancouver to discuss them further! 🇨🇦 🧵1 / 8
Floor Eijkelboom
@eijkelboomfloor.bsky.social
PhD candidate at University of Amsterdam | Physics-Informed Generative Modeling
Just returned from an inspiring three weeks at AIMS (aims.ac.za) in Cape Town, where I taught Generative AI with @eijkelboomfloor.bsky.social. I was really impressed with these students, who are engaged, very hard working, and asked some of the best questions that I have ever had in class!
Super happy to share our work was accepted as an Oral at the Delta Workshop @ ICLR 2025! 🎉 Can’t wait to talk about it in Singapore 😎 Congrats to the amazing team @eijkelboomfloor.bsky.social @alisometry.bsky.social @erikjbekkers.bsky.social 🔥
Variational Flow Matching goes Riemannian! 🔮 In this preliminary work, we derive a variational objective for probability flows 🌀 on manifolds with closed-form geodesics, and discuss some interesting results. Dream team: Floor, Alison & Erik (their @ below) 💥 📜 arxiv.org/abs/2502.12981 🧵1/5
🤹 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
Super excited about this project!! Amazing work by @olgatticus.bsky.social and others ❤️
Variational Flow Matching goes Riemannian! 🔮 In this preliminary work, we derive a variational objective for probability flows 🌀 on manifolds with closed-form geodesics, and discuss some interesting results. Dream team: Floor, Alison & Erik (their @ below) 💥 📜 arxiv.org/abs/2502.12981 🧵1/5
🔊 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👇 🧵
The slides of my NeurIPS lecture "From Diffusion Models to Schrödinger Bridges - Generative Modeling meets Optimal Transport" can be found here drive.google.com/file/d/1eLa3...
BreimanLectureNeurIPS2024_Doucet.pdf
drive.google.com
This is happening today! Unfortunately I couldn't be there, but go talk to @eijkelboomfloor.bsky.social @gbarto.bsky.social @jwvdm.bsky.social about our work on Variational Flow Matching.
🐑 Come and check out Variational Flow Matching for Graph Generation next week at @neuripsconf.bsky.social ! 🐑 Wed 11 Dec 11 a.m. PST — 2 p.m. PST West Ballroom A-D #7103 arxiv.org/abs/2406.04843
I'll be at Neurips too! 🦚 Hmu if you want to chat about (variational) flow matching or physics inspired generative modeling!
1. Variational Flow Matching for Graph Generation by @eijkelboomfloor.bsky.social*, @gbarto.bsky.social*, @canaesseth.bsky.social, @wellingmax.bsky.social, and myself 🪪 neurips.cc/virtual/2024... 📜 arxiv.org/abs/2406.04843
NeurIPS Poster Variational Flow Matching for Graph GenerationNeurIPS 2024
neurips.cc
I will be at NeurIPS this week. @amlab.bsky.social will be presenting 10 papers in total, and I myself am involved with 3 (see thread). I am also *hiring* for a postdoc position on data-efficient surrogate models for fluid dynamics. Come talk to me if you are on the market!
🐑 Come and check out Variational Flow Matching for Graph Generation next week at @neuripsconf.bsky.social ! 🐑 Wed 11 Dec 11 a.m. PST — 2 p.m. PST West Ballroom A-D #7103 arxiv.org/abs/2406.04843
Great introduction to diffusion and flow matching + some recent works from our lab 🐙
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
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
Diffusions, flows, and other stories
Diffusions, flows, and other stories
docs.google.com
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? 📊
Yesterday @ellisamsterdam.bsky.social hosted the yearly NeurIPS-Fest, a pre-party for NeurIPS with a keynote talk, poster session, drinks and bites! 🍺🍻 The keynote was by @canaesseth.bsky.social , who talked about "Diffusion, Flows and other stories", presenting his 5 papers accepted at NeurIPS! 💥
Thanks to the organizers and participants for such an inspiring event and poster session! 🤩 The drinks and snacks were also well appreciated, as @maxxxzdn.bsky.social demonstrates 😉
During the poster session, AMLab members presented their NeurIPS papers. 🇨🇦 If you will also be in Vancouver, make sure to check them out! 🧐