Quentin Bertrand
@quentinbertrand.bsky.social
Machine Learning Researcher at Inria
Reposted by Quentin Bertrand
My paper on Generalized Gradient Norm Clipping & Non-Euclidean (L0, L1)-Smoothness (together with collaborators from EPFL) was accepted as an oral at NeurIPS! We extend the theory for our Scion algorithm to include gradient clipping. Read about it here arxiv.org/abs/2506.01913
September 19, 2025 at 4:49 PM
My paper on Generalized Gradient Norm Clipping & Non-Euclidean (L0, L1)-Smoothness (together with collaborators from EPFL) was accepted as an oral at NeurIPS! We extend the theory for our Scion algorithm to include gradient clipping. Read about it here arxiv.org/abs/2506.01913
Reposted by Quentin Bertrand
Our work on the generalization of Flow Matching got an oral at Neurips !
Go see @quentinbertrand.bsky.social present it there :)
Go see @quentinbertrand.bsky.social present it there :)
New paper on the generalization of Flow Matching www.arxiv.org/abs/2506.03719
🤯 Why does flow matching generalize? Did you know that the flow matching target you're trying to learn *can only generate training points*?
w @quentinbertrand.bsky.social @annegnx.bsky.social @remiemonet.bsky.social 👇👇👇
🤯 Why does flow matching generalize? Did you know that the flow matching target you're trying to learn *can only generate training points*?
w @quentinbertrand.bsky.social @annegnx.bsky.social @remiemonet.bsky.social 👇👇👇
September 19, 2025 at 4:02 PM
Our work on the generalization of Flow Matching got an oral at Neurips !
Go see @quentinbertrand.bsky.social present it there :)
Go see @quentinbertrand.bsky.social present it there :)
Reposted by Quentin Bertrand
New paper on the generalization of Flow Matching www.arxiv.org/abs/2506.03719
🤯 Why does flow matching generalize? Did you know that the flow matching target you're trying to learn *can only generate training points*?
w @quentinbertrand.bsky.social @annegnx.bsky.social @remiemonet.bsky.social 👇👇👇
🤯 Why does flow matching generalize? Did you know that the flow matching target you're trying to learn *can only generate training points*?
w @quentinbertrand.bsky.social @annegnx.bsky.social @remiemonet.bsky.social 👇👇👇
June 18, 2025 at 8:08 AM
New paper on the generalization of Flow Matching www.arxiv.org/abs/2506.03719
🤯 Why does flow matching generalize? Did you know that the flow matching target you're trying to learn *can only generate training points*?
w @quentinbertrand.bsky.social @annegnx.bsky.social @remiemonet.bsky.social 👇👇👇
🤯 Why does flow matching generalize? Did you know that the flow matching target you're trying to learn *can only generate training points*?
w @quentinbertrand.bsky.social @annegnx.bsky.social @remiemonet.bsky.social 👇👇👇
What an amazing week with insightful discussions and interactions! @franceausenegal.bsky.social
I had a blast giving a summer school on generative models at AI Hub Senegal, in particular flow matching, with @quentinbertrand.bsky.social and @remiemonet.bsky.social
Our material is publicly available !!! github.com/QB3/SenHubIA...
ensdelyon.bsky.social
Our material is publicly available !!! github.com/QB3/SenHubIA...
ensdelyon.bsky.social
April 14, 2025 at 7:54 AM
What an amazing week with insightful discussions and interactions! @franceausenegal.bsky.social
Reposted by Quentin Bertrand
Recently merged in scikit-learn's main branch: display the maximum predicted class probability in 2D continuous feature spaces (mostly for didactic purposes):
scikit-learn.org/dev/auto_exa...
The linked example has been updated to include some conclusions we can draw from this plot.
scikit-learn.org/dev/auto_exa...
The linked example has been updated to include some conclusions we can draw from this plot.
March 7, 2025 at 10:58 AM
Recently merged in scikit-learn's main branch: display the maximum predicted class probability in 2D continuous feature spaces (mostly for didactic purposes):
scikit-learn.org/dev/auto_exa...
The linked example has been updated to include some conclusions we can draw from this plot.
scikit-learn.org/dev/auto_exa...
The linked example has been updated to include some conclusions we can draw from this plot.
Reposted by Quentin Bertrand
Visit the playground at the end of our blog post (with co-authors @annegnx.bsky.social, Ségolène Martin, @mathurinmassias.bsky.social, @quentinbertrand.bsky.social)
dl.heeere.com/cfm#cfm-play...
dl.heeere.com/cfm#cfm-play...
December 4, 2024 at 4:16 PM
Visit the playground at the end of our blog post (with co-authors @annegnx.bsky.social, Ségolène Martin, @mathurinmassias.bsky.social, @quentinbertrand.bsky.social)
dl.heeere.com/cfm#cfm-play...
dl.heeere.com/cfm#cfm-play...
Reposted by Quentin Bertrand
👩🎓👨🎓 Internship offers (1st step to PhD program) in my group:
team.inria.fr/soda/job-off...
Topics:
◼ Health AI & causality, accounting for censoring (for people who love health impact)
◼ Foundation models for tabular learning (for people into bigger models)
Come work with us!
team.inria.fr/soda/job-off...
Topics:
◼ Health AI & causality, accounting for censoring (for people who love health impact)
◼ Foundation models for tabular learning (for people into bigger models)
Come work with us!
November 27, 2024 at 1:44 PM
👩🎓👨🎓 Internship offers (1st step to PhD program) in my group:
team.inria.fr/soda/job-off...
Topics:
◼ Health AI & causality, accounting for censoring (for people who love health impact)
◼ Foundation models for tabular learning (for people into bigger models)
Come work with us!
team.inria.fr/soda/job-off...
Topics:
◼ Health AI & causality, accounting for censoring (for people who love health impact)
◼ Foundation models for tabular learning (for people into bigger models)
Come work with us!
This blog post provides intuition and nice illustrations to understand normalizing flows and flow matching techniques!
w. @annegnx.bsky.social, Ségolène Martin, @mathurinmassias.bsky.social, and @remiemonet.bsky.social (the king for figures)
w. @annegnx.bsky.social, Ségolène Martin, @mathurinmassias.bsky.social, and @remiemonet.bsky.social (the king for figures)
November 27, 2024 at 8:09 PM
This blog post provides intuition and nice illustrations to understand normalizing flows and flow matching techniques!
w. @annegnx.bsky.social, Ségolène Martin, @mathurinmassias.bsky.social, and @remiemonet.bsky.social (the king for figures)
w. @annegnx.bsky.social, Ségolène Martin, @mathurinmassias.bsky.social, and @remiemonet.bsky.social (the king for figures)
Very cool ref! Did not know about it!
Nice blogpost and very cool illustrations 😍. I will die on the hill that most of the FM ideas where introduced back in 2021 by Stefano Peluchetti in his underappreciated paper openreview.net/forum?id=oVf...
November 27, 2024 at 11:20 AM
Very cool ref! Did not know about it!
Reposted by Quentin Bertrand
Nice blogpost and very cool illustrations 😍. I will die on the hill that most of the FM ideas where introduced back in 2021 by Stefano Peluchetti in his underappreciated paper openreview.net/forum?id=oVf...
November 27, 2024 at 11:08 AM
Nice blogpost and very cool illustrations 😍. I will die on the hill that most of the FM ideas where introduced back in 2021 by Stefano Peluchetti in his underappreciated paper openreview.net/forum?id=oVf...
Reposted by Quentin Bertrand
Anne Gagneux, Ségolène Martin, @quentinbertrand.bsky.social Remi Emonet and I wrote a tutorial blog post on flow matching: dl.heeere.com/conditional-... with lots of illustrations and intuition!
We got this idea after their cool work on improving Plug and Play with FM: arxiv.org/abs/2410.02423
We got this idea after their cool work on improving Plug and Play with FM: arxiv.org/abs/2410.02423
November 27, 2024 at 9:00 AM
Anne Gagneux, Ségolène Martin, @quentinbertrand.bsky.social Remi Emonet and I wrote a tutorial blog post on flow matching: dl.heeere.com/conditional-... with lots of illustrations and intuition!
We got this idea after their cool work on improving Plug and Play with FM: arxiv.org/abs/2410.02423
We got this idea after their cool work on improving Plug and Play with FM: arxiv.org/abs/2410.02423