Quentin Bouniot

Assistant Professor @TelecomParis, @IP_Paris_
Deep Representation Learning and Alignment, Explainability, Robustness.

[Quentin Bouniot @QBouniot]

After three years and a few grey hairs, I am glad to announce that I have successfully defended my PhD in Computer Science, entitled:
"Towards Few-Annotation Learning in Computer Vision: Application to Image Classification and Object Detection tasks".
🥳 #PhDone

[Marcel Binz @marcel_binz]

Excited to announce that I'll be starting my own lab in Tübingen this October!

Hiring at all levels: Postdoc, PhD & RA.

Want to work on computational cognitive science at scale? Apply: https://t.co/cGX9UfVjwo

Reposts and shares much appreciated 🙏

[Explainable Machine Learning @ExplainableML]

Happy to share that we have 3 papers accepted (one oral) at #CVPR2026, see you in Denver! Please see the thread for details👇

[Explainable Machine Learning @ExplainableML]

2/
Rethinking Concept Bottleneck Models: From Pitfalls to Solutions
@merve_tapli , @QBouniot, @WolfStammer, @zeynepakata, @eakbas2
[Paper]: https://t.co/IkjVmXJgyH

[Explainable Machine Learning @ExplainableML]

Our EML members are heading for Rio🇧🇷 for #ICLR2026! 🌴We’re excited to share our latest research — three poster presentations. Check out the thread below and come say hi to our authors

[Explainable Machine Learning @ExplainableML]

🎓PhD application season @ExplainableML is back!

This year, we’re hiring ONLY through the ELLIS Program and the MCML Program: two fantastic communities shaping the future of AI and ML.

📌Please don’t forget to denote Prof. Dr. Zeynep Akata as one of your preferred supervisors!
👉 Link to ELLIS (https://t.co/TyRVozyjX3) and MCML (https://t.co/gE1sqSuEZf)

[Zeynep Akata @zeynepakata]

We are looking for PhD students. Please apply through the @ELLISforEurope and @MunichCenterML PhD programs!

[Explainable Machine Learning @ExplainableML]

Are you at #ICCV2025? 🎉 @ICCVConference
EML Munich is presenting two poster papers—come say hi to our authors!
Details in the thread 👇

[Sweta Mahajan @CVPR2026 @SwetaMahajan1]

Opening remarks by @robinhesse_ and @sukrutrao for the Explainable computer Vision workshop @ICCVConference.

Location: Ballroom A

Come and join the conversation of the state of XAI in computer vision!

[Sweta Mahajan @CVPR2026 @SwetaMahajan1]

Two days to go for the eXCV Workshop at #ICCV2025 ! Join us on Sunday from 08:45-17:40 in Ballroom A to hear about the state of XAI research from an exciting lineup of speakers!

@Napoolar , @hila_chefer , @davidbau , Deepti Ghadiyaram, Viorica Patraucean, Sharon Li.

(1/4)

[Sukrut Rao @sukrutrao]

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.

[Ievgen Redko @IevgenRedko]

Excited to announce a call for papers for our workshop on time series foundation models @NeurIPSConf, with an amazing lineup of speakers.

See the post below for more details on where to submit (deadline: 22nd of August).

[ELLIS @ELLISforEurope]

📢 Present your NeurIPS paper in Europe!

Join EurIPS 2025 + ELLIS UnConference in Copenhagen for in-person talks, posters, workshops and more. Registration opens soon; save the date:

📅 Dec 2–7, 2025
📍 Copenhagen 🇩🇰
🔗https://t.co/2wOfBxeGn7

#EurIPS @EurIPSConf

[Sweta Mahajan @CVPR2026 @SwetaMahajan1]

Introducing the speakers for the eXCV workshop @ICCVConference. Get ready for stimulating and insightful talks and discussions.

Our Non-proceedings track is still open!

Paper submission deadline: July 18, 2025

More info at: https://t.co/dSofaHVOCU

[Simon Roschmann @SimonRoschmann]

This project was a collaboration between @ExplainableML (@HelmholtzMunich, @TU_Muenchen) and Paris Noah’s Ark Lab (@Huawei). Thank you to my collaborators @QBouniot, @Vasya2104, @IevgenRedko, and particularly to my advisor @zeynepakata for guiding me through my first PhD project!

[Simon Roschmann @SimonRoschmann]

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: https://t.co/3at0eaVsEL
💻 Code: https://t.co/GbmqJUuQyI

[Quentin Bouniot @QBouniot]

The submission deadline for the proceedings track is today !
#ICCV2025 @ICCVConference

[Robin Hesse @robinhesse_]

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 @ICCVConference

[Sweta Mahajan @CVPR2026 @SwetaMahajan1]

Submission Deadline is extended by 6 days.

#ICCV2025 @ICCVConference

[Quentin Bouniot @QBouniot]

I will be presenting our paper on measuring non-linearity of deep neural networks @CVPR !

🔗 Project page: https://t.co/j593vD5rM5

Come join me on Sunday 15th June from 10:30 to 12:30, ExHall D Poster #402 #CVPR2025

[Quentin Bouniot @QBouniot]

🚨New preprint alert ! 🚨

"Understanding Deep Neural Networks through the lens of their non-linearity"
Joint work with @IevgenRedko @antonmallasto @CharlotteLaclau @OliverStruckm @VKyrki @HeinonenMarkus @samikaski

Paper: https://t.co/kKp1kyii8O
Thread 👇

[Sweta Mahajan @CVPR2026 @SwetaMahajan1]

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.

[Sukrut Rao @sukrutrao]

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!

@ICCVConference @XAI_Research