Nico Krämer
@pnkraemer.bsky.social
Probabilistic numerics, differentiable linear algebra, and a healthy dose of figure-making.
https://pnkraemer.github.io/
https://pnkraemer.github.io/
Reposted by Nico Krämer
Accepted papers at ProbNum 2025 have now been published as a volume in Proceedings of Machine Learning Research (PMLR). Thank you to all the authors for their beautiful papers and to the PMLR editor Prof Neil Lawrence @lawrennd.bsky.social for making this possible.
proceedings.mlr.press/v271/
proceedings.mlr.press/v271/
September 7, 2025 at 3:03 PM
Accepted papers at ProbNum 2025 have now been published as a volume in Proceedings of Machine Learning Research (PMLR). Thank you to all the authors for their beautiful papers and to the PMLR editor Prof Neil Lawrence @lawrennd.bsky.social for making this possible.
proceedings.mlr.press/v271/
proceedings.mlr.press/v271/
Reposted by Nico Krämer
EurIPS includes a call for both Workshops and Affinity Workshops!
We look forward to making #EurIPS a diverse and inclusive event with you.
The submission deadlines are August 22nd, AoE.
More information at:
eurips.cc/call-for-wor...
eurips.cc/call-for-aff...
We look forward to making #EurIPS a diverse and inclusive event with you.
The submission deadlines are August 22nd, AoE.
More information at:
eurips.cc/call-for-wor...
eurips.cc/call-for-aff...
July 28, 2025 at 8:51 AM
EurIPS includes a call for both Workshops and Affinity Workshops!
We look forward to making #EurIPS a diverse and inclusive event with you.
The submission deadlines are August 22nd, AoE.
More information at:
eurips.cc/call-for-wor...
eurips.cc/call-for-aff...
We look forward to making #EurIPS a diverse and inclusive event with you.
The submission deadlines are August 22nd, AoE.
More information at:
eurips.cc/call-for-wor...
eurips.cc/call-for-aff...
Reposted by Nico Krämer
🌦️ A generative diffusion model that maps coarse climate simulations to a posterior distribution over coherent local weather patterns.
I’d be curious to hear what you think!
🔗 Paper: www.nature.com/articles/s41...
I’d be curious to hear what you think!
🔗 Paper: www.nature.com/articles/s41...
A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulation - npj Climate and Atmospheric Science
npj Climate and Atmospheric Science - A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulation
www.nature.com
July 21, 2025 at 9:28 AM
🌦️ A generative diffusion model that maps coarse climate simulations to a posterior distribution over coherent local weather patterns.
I’d be curious to hear what you think!
🔗 Paper: www.nature.com/articles/s41...
I’d be curious to hear what you think!
🔗 Paper: www.nature.com/articles/s41...
Very nice!
EurIPS is coming! 📣 Mark your calendar for Dec. 2-7, 2025 in Copenhagen 📅
EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu
eurips.cc
EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu
eurips.cc
July 18, 2025 at 9:04 AM
Very nice!
Reposted by Nico Krämer
1/
🚨 New paper at #ICML2025!
Identifying Latent Metric Structures in Deep Latent Variable Models 🎉
We solve part of the identifiability puzzle in generative models — using geometry. 🧵
🚨 New paper at #ICML2025!
Identifying Latent Metric Structures in Deep Latent Variable Models 🎉
We solve part of the identifiability puzzle in generative models — using geometry. 🧵
July 14, 2025 at 5:45 AM
1/
🚨 New paper at #ICML2025!
Identifying Latent Metric Structures in Deep Latent Variable Models 🎉
We solve part of the identifiability puzzle in generative models — using geometry. 🧵
🚨 New paper at #ICML2025!
Identifying Latent Metric Structures in Deep Latent Variable Models 🎉
We solve part of the identifiability puzzle in generative models — using geometry. 🧵
Reposted by Nico Krämer
Nicholas Kr\"amer, Filip Tronarp
Numerically robust Gaussian state estimation with singular observation noise
https://arxiv.org/abs/2503.10279
Numerically robust Gaussian state estimation with singular observation noise
https://arxiv.org/abs/2503.10279
March 14, 2025 at 4:01 AM
Nicholas Kr\"amer, Filip Tronarp
Numerically robust Gaussian state estimation with singular observation noise
https://arxiv.org/abs/2503.10279
Numerically robust Gaussian state estimation with singular observation noise
https://arxiv.org/abs/2503.10279
Reposted by Nico Krämer
Big news: you can now submit your papers to the first ever international conference on probabilistic numerics (1-3 September, Southern France)! Don’t miss the chance to get in on the ground floor of this exciting new field! probnum25.github.io/submissions
ProbNum25 : Submissions
Coming
probnum25.github.io
February 12, 2025 at 10:01 AM
Big news: you can now submit your papers to the first ever international conference on probabilistic numerics (1-3 September, Southern France)! Don’t miss the chance to get in on the ground floor of this exciting new field! probnum25.github.io/submissions
Reposted by Nico Krämer
Numerically Robust Fixed-Point Smoothing Without State Augmentation
Nicholas Krämer
Action editor: Jake C. Snell
https://openreview.net/forum?id=LVQ8BEL5n3
#smoothing #robustness #robust
Nicholas Krämer
Action editor: Jake C. Snell
https://openreview.net/forum?id=LVQ8BEL5n3
#smoothing #robustness #robust
February 8, 2025 at 3:07 PM
Numerically Robust Fixed-Point Smoothing Without State Augmentation
Nicholas Krämer
Action editor: Jake C. Snell
https://openreview.net/forum?id=LVQ8BEL5n3
#smoothing #robustness #robust
Nicholas Krämer
Action editor: Jake C. Snell
https://openreview.net/forum?id=LVQ8BEL5n3
#smoothing #robustness #robust
This is really cool!
Working on (high-dimensional) Bayesian optimization and care about reproducible, robust comparisons?
Check out our poster presented by @miguelgondu.bsky.social : neurips.cc/virtual/2024... at #NeurIPS2024
Paper: arxiv.org/abs/2406.04739
Site: machinelearninglifescience.github.io/hdbo_benchma...
🧵
Check out our poster presented by @miguelgondu.bsky.social : neurips.cc/virtual/2024... at #NeurIPS2024
Paper: arxiv.org/abs/2406.04739
Site: machinelearninglifescience.github.io/hdbo_benchma...
🧵
NeurIPS Poster A survey and benchmark of high-dimensional Bayesian optimization of discrete sequencesNeurIPS 2024
neurips.cc
December 12, 2024 at 6:28 PM
This is really cool!
Poster session happening *today* at 4:30 local time.
*East* Exhibit Hall. Poster #3511.
Looking forward to presenting this work! See you there? 🙂
*East* Exhibit Hall. Poster #3511.
Looking forward to presenting this work! See you there? 🙂
🛩️ On my way to #NeurIPS2024 and excited to chat about (ML applications of) linear algebra, differentiable programming, and probabilistic numerics!
Feel free to DM if you’d like to meet up, hang out, and/or discuss any of these topics 😊
(Where to find me & paper info? -> Thread)
Feel free to DM if you’d like to meet up, hang out, and/or discuss any of these topics 😊
(Where to find me & paper info? -> Thread)
December 11, 2024 at 8:52 PM
Poster session happening *today* at 4:30 local time.
*East* Exhibit Hall. Poster #3511.
Looking forward to presenting this work! See you there? 🙂
*East* Exhibit Hall. Poster #3511.
Looking forward to presenting this work! See you there? 🙂
Reposted by Nico Krämer
Heading to Vancouver for NeurIPS to present our paper “On Conditional Diffusion Models for PDE Simulation”. I'll be together with Sasha and Cristiana at poster 2500 during Thursday’s late afternoon session. Looking forward exciting discussions and meeting new people! 🥸🥸
neurips.cc/virtual/2024...
neurips.cc/virtual/2024...
December 9, 2024 at 4:48 PM
Heading to Vancouver for NeurIPS to present our paper “On Conditional Diffusion Models for PDE Simulation”. I'll be together with Sasha and Cristiana at poster 2500 during Thursday’s late afternoon session. Looking forward exciting discussions and meeting new people! 🥸🥸
neurips.cc/virtual/2024...
neurips.cc/virtual/2024...
🛩️ On my way to #NeurIPS2024 and excited to chat about (ML applications of) linear algebra, differentiable programming, and probabilistic numerics!
Feel free to DM if you’d like to meet up, hang out, and/or discuss any of these topics 😊
(Where to find me & paper info? -> Thread)
Feel free to DM if you’d like to meet up, hang out, and/or discuss any of these topics 😊
(Where to find me & paper info? -> Thread)
December 9, 2024 at 7:46 AM
🛩️ On my way to #NeurIPS2024 and excited to chat about (ML applications of) linear algebra, differentiable programming, and probabilistic numerics!
Feel free to DM if you’d like to meet up, hang out, and/or discuss any of these topics 😊
(Where to find me & paper info? -> Thread)
Feel free to DM if you’d like to meet up, hang out, and/or discuss any of these topics 😊
(Where to find me & paper info? -> Thread)
This is gonna be awesome!
We'll be around to discuss evaluating gradients of functions of la(aaaa)rge matrices arxiv.org/abs/2405.17277 and possible applications in GPs, PDEs, BNNs and beyond 😊
We'll be around to discuss evaluating gradients of functions of la(aaaa)rge matrices arxiv.org/abs/2405.17277 and possible applications in GPs, PDEs, BNNs and beyond 😊
November 22, 2024 at 10:12 AM
This is gonna be awesome!
We'll be around to discuss evaluating gradients of functions of la(aaaa)rge matrices arxiv.org/abs/2405.17277 and possible applications in GPs, PDEs, BNNs and beyond 😊
We'll be around to discuss evaluating gradients of functions of la(aaaa)rge matrices arxiv.org/abs/2405.17277 and possible applications in GPs, PDEs, BNNs and beyond 😊
Really looking forward to this! 🤩
We are organising the First International Conference on Probabilistic Numerics (ProbNum 2025) at EURECOM in southern France in Sep 2025. Topics: AI, ML, Stat, Sim, and Numerics. Reposts very much appreciated!
probnum25.github.io
probnum25.github.io
November 18, 2024 at 3:45 PM
Really looking forward to this! 🤩
Reposted by Nico Krämer
Trembling with excitement in announcing the first ever International Conference on Probabilistic Numerics! Probabilistic Numerics is about machine learning FOR numerical computation, like optimisation. 1st - 3rd September 2025, EURECOM, France, submissions due 5th March 2025. probnum25.github.io
ProbNum25
Coming
probnum25.github.io
November 12, 2024 at 10:44 AM
Trembling with excitement in announcing the first ever International Conference on Probabilistic Numerics! Probabilistic Numerics is about machine learning FOR numerical computation, like optimisation. 1st - 3rd September 2025, EURECOM, France, submissions due 5th March 2025. probnum25.github.io
Reposted by Nico Krämer
Elizabeth L. Baker, Moritz Schauer, Stefan Sommer
Score matching for bridges without time-reversals
https://arxiv.org/abs/2407.15455
Score matching for bridges without time-reversals
https://arxiv.org/abs/2407.15455
July 23, 2024 at 4:01 AM
Elizabeth L. Baker, Moritz Schauer, Stefan Sommer
Score matching for bridges without time-reversals
https://arxiv.org/abs/2407.15455
Score matching for bridges without time-reversals
https://arxiv.org/abs/2407.15455