Quentin Bouniot
@qbouniot.bsky.social
Post-Doctoral Researcher at @eml-munich.bsky.social, in
@www.helmholtz-munich.de and @tumuenchen.bsky.social.
Optimal Transport, Explainability, Robustness, Deep Representation Learning, Computer Vision.
https://qbouniot.github.io/
@www.helmholtz-munich.de and @tumuenchen.bsky.social.
Optimal Transport, Explainability, Robustness, Deep Representation Learning, Computer Vision.
https://qbouniot.github.io/
Reposted by Quentin Bouniot
Are you an XAI researcher attending #ICCV2025? Submit your recently published work — at CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, AAAI etc. — to the eXCV Workshop for the opportunity to further showcase your work! Published papers can be submitted as is, no rewriting necessary.
@iccv.bsky.social
@iccv.bsky.social
August 14, 2025 at 10:36 AM
Are you an XAI researcher attending #ICCV2025? Submit your recently published work — at CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, AAAI etc. — to the eXCV Workshop for the opportunity to further showcase your work! Published papers can be submitted as is, no rewriting necessary.
@iccv.bsky.social
@iccv.bsky.social
Reposted by Quentin Bouniot
This project was a collaboration between @eml-munich.bsky.social and Huawei Paris Noah’s Ark Lab. Thank you to my collaborators @qbouniot.bsky.social, Vasilii Feofanov, Ievgen Redko, and particularly to my advisor @zeynepakata.bsky.social for guiding me through my first PhD project!
July 3, 2025 at 7:59 AM
This project was a collaboration between @eml-munich.bsky.social and Huawei Paris Noah’s Ark Lab. Thank you to my collaborators @qbouniot.bsky.social, Vasilii Feofanov, Ievgen Redko, and particularly to my advisor @zeynepakata.bsky.social for guiding me through my first PhD project!
Reposted by Quentin Bouniot
How can we circumvent data scarcity in the time series domain?
We propose to leverage pretrained ViTs (e.g., CLIP, DINOv2) for time series classification and outperform time series foundation models (TSFMs).
📄 Preprint: arxiv.org/abs/2506.08641
💻 Code: github.com/ExplainableM...
We propose to leverage pretrained ViTs (e.g., CLIP, DINOv2) for time series classification and outperform time series foundation models (TSFMs).
📄 Preprint: arxiv.org/abs/2506.08641
💻 Code: github.com/ExplainableM...
July 3, 2025 at 7:59 AM
How can we circumvent data scarcity in the time series domain?
We propose to leverage pretrained ViTs (e.g., CLIP, DINOv2) for time series classification and outperform time series foundation models (TSFMs).
📄 Preprint: arxiv.org/abs/2506.08641
💻 Code: github.com/ExplainableM...
We propose to leverage pretrained ViTs (e.g., CLIP, DINOv2) for time series classification and outperform time series foundation models (TSFMs).
📄 Preprint: arxiv.org/abs/2506.08641
💻 Code: github.com/ExplainableM...
Got a strong XAI paper rejected from ICCV? Submit it to our ICCV eXCV Workshop today—we welcome high-quality work!
🗓️ Submissions open until June 26 AoE.
📄 Got accepted to ICCV? Congrats! Consider our non-proceedings track.
#ICCV2025 @iccv.bsky.social
🗓️ Submissions open until June 26 AoE.
📄 Got accepted to ICCV? Congrats! Consider our non-proceedings track.
#ICCV2025 @iccv.bsky.social
June 26, 2025 at 11:20 AM
Reposted by Quentin Bouniot
Join us in advancing explainability in the rapidly evolving landscape of AI! We welcome papers on novel explanation methods, scaling existing xAI approaches, innovations for foundational models, and beyond.
June 23, 2025 at 12:14 PM
I will be presenting our paper on measuring non-linearity of deep neural networks @cvprconference.bsky.social
!
🔗 Project page: qbouniot.github.io/affscore_web...
Come join me on Sunday 15th June from 10:30 to 12:30, ExHall D Poster #402 #CVPR2025
!
🔗 Project page: qbouniot.github.io/affscore_web...
Come join me on Sunday 15th June from 10:30 to 12:30, ExHall D Poster #402 #CVPR2025
June 15, 2025 at 5:14 AM
I will be presenting our paper on measuring non-linearity of deep neural networks @cvprconference.bsky.social
!
🔗 Project page: qbouniot.github.io/affscore_web...
Come join me on Sunday 15th June from 10:30 to 12:30, ExHall D Poster #402 #CVPR2025
!
🔗 Project page: qbouniot.github.io/affscore_web...
Come join me on Sunday 15th June from 10:30 to 12:30, ExHall D Poster #402 #CVPR2025
Reposted by Quentin Bouniot
Join us in taking stock of the state of the field of explainability in computer vision, at our Workshop on Explainable Computer Vision: Quo Vadis? at #ICCV2025!
@iccv.bsky.social
@iccv.bsky.social
June 14, 2025 at 3:48 PM
Join us in taking stock of the state of the field of explainability in computer vision, at our Workshop on Explainable Computer Vision: Quo Vadis? at #ICCV2025!
@iccv.bsky.social
@iccv.bsky.social
Reposted by Quentin Bouniot
🎓PhD Spotlight: Thomas Hummel
A spotlight on our one and only @hummelth.bsky.social , who will defend his PhD on 23rd June! 🎉
Thomas started his PhD in 2020 at @unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . 👇 His full story:
A spotlight on our one and only @hummelth.bsky.social , who will defend his PhD on 23rd June! 🎉
Thomas started his PhD in 2020 at @unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . 👇 His full story:
May 19, 2025 at 12:36 PM
🎓PhD Spotlight: Thomas Hummel
A spotlight on our one and only @hummelth.bsky.social , who will defend his PhD on 23rd June! 🎉
Thomas started his PhD in 2020 at @unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . 👇 His full story:
A spotlight on our one and only @hummelth.bsky.social , who will defend his PhD on 23rd June! 🎉
Thomas started his PhD in 2020 at @unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . 👇 His full story:
Reposted by Quentin Bouniot
🎓PhD Spotlight: Jae Myung Kim
We’re thrilled to celebrate Jae Myung Kim, who will defend his PhD on 25th June! 🎉
Jae Myung began his PhD at @unituebingen.bsky.social as part of the ELLIS & IMPRS-IS programs, advised by @zeynepakata.bsky.social and collaborating closely with Cordelia Schmid.
We’re thrilled to celebrate Jae Myung Kim, who will defend his PhD on 25th June! 🎉
Jae Myung began his PhD at @unituebingen.bsky.social as part of the ELLIS & IMPRS-IS programs, advised by @zeynepakata.bsky.social and collaborating closely with Cordelia Schmid.
May 12, 2025 at 11:16 AM
🎓PhD Spotlight: Jae Myung Kim
We’re thrilled to celebrate Jae Myung Kim, who will defend his PhD on 25th June! 🎉
Jae Myung began his PhD at @unituebingen.bsky.social as part of the ELLIS & IMPRS-IS programs, advised by @zeynepakata.bsky.social and collaborating closely with Cordelia Schmid.
We’re thrilled to celebrate Jae Myung Kim, who will defend his PhD on 25th June! 🎉
Jae Myung began his PhD at @unituebingen.bsky.social as part of the ELLIS & IMPRS-IS programs, advised by @zeynepakata.bsky.social and collaborating closely with Cordelia Schmid.
Reposted by Quentin Bouniot
#CVPR2025 is heading to the 'Music City' — Nashville! 🎺 Join us from June 11–15. We're thrilled to announce that we'll be presenting four papers at @cvprconference.bsky.social! Check out the thread below for highlights, and feel free to stop by and chat with our authors! 📷👇
April 28, 2025 at 11:51 AM
#CVPR2025 is heading to the 'Music City' — Nashville! 🎺 Join us from June 11–15. We're thrilled to announce that we'll be presenting four papers at @cvprconference.bsky.social! Check out the thread below for highlights, and feel free to stop by and chat with our authors! 📷👇
Reposted by Quentin Bouniot
Happy to share that we have 4 papers to be presented in the coming #ICLR2025 in the beautiful city of #Singapore . Check out our website for more details: eml-munich.de/publications. We will introduce the talented authors with their papers very soon, stay tuned😉
March 19, 2025 at 11:54 AM
Happy to share that we have 4 papers to be presented in the coming #ICLR2025 in the beautiful city of #Singapore . Check out our website for more details: eml-munich.de/publications. We will introduce the talented authors with their papers very soon, stay tuned😉
Reposted by Quentin Bouniot
Thrilled to announce that four papers from our group have been accepted to #CVPR2025 in Nashville! 🎉 Congrats to all authors & collaborators.
Our work spans multimodal pre-training, model merging, and more.
📄 Papers & codes: eml-munich.de#publications
See threads for highlights in each paper.
#CVPR
Our work spans multimodal pre-training, model merging, and more.
📄 Papers & codes: eml-munich.de#publications
See threads for highlights in each paper.
#CVPR
April 2, 2025 at 11:36 AM
Thrilled to announce that four papers from our group have been accepted to #CVPR2025 in Nashville! 🎉 Congrats to all authors & collaborators.
Our work spans multimodal pre-training, model merging, and more.
📄 Papers & codes: eml-munich.de#publications
See threads for highlights in each paper.
#CVPR
Our work spans multimodal pre-training, model merging, and more.
📄 Papers & codes: eml-munich.de#publications
See threads for highlights in each paper.
#CVPR
Reposted by Quentin Bouniot
Can we enhance the performance of T2I models without any fine-tuning?
We show that with our ReNO, Reward-based Noise Optimization, one-step models consistently surpass the performance of all current open-source Text-to-Image models within the computational budget of 20-50 sec!
#NeurIPS2024
We show that with our ReNO, Reward-based Noise Optimization, one-step models consistently surpass the performance of all current open-source Text-to-Image models within the computational budget of 20-50 sec!
#NeurIPS2024
December 11, 2024 at 11:05 PM
Can we enhance the performance of T2I models without any fine-tuning?
We show that with our ReNO, Reward-based Noise Optimization, one-step models consistently surpass the performance of all current open-source Text-to-Image models within the computational budget of 20-50 sec!
#NeurIPS2024
We show that with our ReNO, Reward-based Noise Optimization, one-step models consistently surpass the performance of all current open-source Text-to-Image models within the computational budget of 20-50 sec!
#NeurIPS2024
Reposted by Quentin Bouniot
😵💫 Continually pretraining large multimodal models to keep them up-to-date all-the-time is tough, covering everything from adapters, merging, meta-scheduling to data design and more!
So I'm really happy to present our large-scale study at #NeurIPS2024!
Come drop by to talk about all that and more!
So I'm really happy to present our large-scale study at #NeurIPS2024!
Come drop by to talk about all that and more!
December 10, 2024 at 4:42 PM
😵💫 Continually pretraining large multimodal models to keep them up-to-date all-the-time is tough, covering everything from adapters, merging, meta-scheduling to data design and more!
So I'm really happy to present our large-scale study at #NeurIPS2024!
Come drop by to talk about all that and more!
So I'm really happy to present our large-scale study at #NeurIPS2024!
Come drop by to talk about all that and more!
Reposted by Quentin Bouniot
I'm at @neuripsconf.bsky.social presenting two papers and chatting with potential candidates for an Assistant Professor position at Télécom Paris, Institut Polytechnique de Paris institutminestelecom.recruitee.com/l/en/o/assis...
Want to join us? Let’s chat at #NeurIPS2024. Help me spread the word!
Want to join us? Let’s chat at #NeurIPS2024. Help me spread the word!
Institut Mines-Télécom - Assistant Professor in Generative Models for Artificial Intelligence - 3 years contract
Who are we?
Télécom Paris, a school of the IMT (Institut Mines-Télécom) and a founding member of the Institut Polytechnique de Paris, is one of the top 5 French general engineering schools.
The guidi
institutminestelecom.recruitee.com
December 11, 2024 at 6:48 AM
I'm at @neuripsconf.bsky.social presenting two papers and chatting with potential candidates for an Assistant Professor position at Télécom Paris, Institut Polytechnique de Paris institutminestelecom.recruitee.com/l/en/o/assis...
Want to join us? Let’s chat at #NeurIPS2024. Help me spread the word!
Want to join us? Let’s chat at #NeurIPS2024. Help me spread the word!