MLIA ISIR

@mlia-isir.bsky.social

MLIA research team at CNRS/ISIR lab in Sorbonne University @sorbonne-universite.fr https://www.isir.upmc.fr/equipes/mlia/

🎉 Accepted at #CVPR2026 as oral in the EgoVis workshop 🎉 📄Action100M: A Large-scale Video Action Dataset 👥 D. Chen, T. Kasarla, Y. Bang, M. Shukor, W, Chung, J. Yu, A. Bolourchi, T. Moutakanni, P. Fung 📍 Denver, USA 📅 4 June 📖 arxiv.org/abs/2601.10592 Come listen to our presentation!

Action100M: A Large-scale Video Action Dataset

Inferring physical actions from visual observations is a fundamental capability for advancing machine intelligence in the physical world. Achieving this requires large-scale, open-vocabulary video act...

arxiv.org

This week we welcomed Arthur Ouaknine, Postdoc at McGill University and Mila, to lead our team meeting. He presented his recent work on “Remote sensing for forest monitoring: Learning to generalize at different scales”. Thanks for the insightful presentation and discussions!

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📢 New PhD defense ! 📢 This week, Lise Le Boudec will defend her thesis entitled: "Meshless Neural Solvers and Generative Operators for Parametric PDEs" 📅 Wednesday, June 10 🕒 2:00 PM 📍Amphitheater 45A, 4 place Jussieu, Paris The defense is open to the public and will be broadcasted live 📡

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🎉 Accepted at #ICRA2026 🎉 The MLIA team will present: 📄I-FailSense: Towards General Robotic Failure Detection with Vision-Language Models 👥 Clémence Grislain, Hamed Rahimi, Olivier Sigaud, Mohamed Chetouani 📍 Vienna, Austria 📅 June 1–5 📖 arxiv.org/abs/2509.16072 Come say hi at our poster session!

I-FailSense: Towards General Robotic Failure Detection with Vision-Language Models

Language-conditioned robotic manipulation in open-world settings requires not only accurate task execution but also the ability to detect failures for robust deployment in real-world environments. Alt...

arxiv.org

🎓️ PhD defense coming! Armand Kassaï Koupaï will defend his thesis: "Scalable Neural Operators for Parametric PDEs: Adaptive and Generative Methods" on Wed. June 3rd 📅 ⌚️️3pm 📍Amphi Herpin, Bat. ESCLANGON, 4 place Jussieu, Paris The defense will be broadcast live.

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We were delighted to welcome Tanise Ceron @taniseceron.bsky.social (MilaNLP, Bocconi University) to lead our team meeting. She shared her latest research on "Political Biases in LLMs: Evidence from Training Data and Model Behavior." Many thanks for the insightful presentation and discussion👏💡

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On ISIR Young Scientists Day, Guillaume Jeanneret presented FrescoDiffusion for 4K image‑to‑video generation, and @palequeu.bsky.social presented the GDN‑CC Dataset for improved corpus clarification in democratic consultations, alongside team members showcasing their work in the poster session.

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🎉 Accepted paper at #ICLR2026 🥳 We are proud to announce that Willy Chung, from our team, is an author of: VL-JEPA: Joint Embedding Predictive Architecture for Vision-language by D. Chen, M. Shukor, T. Moutakanni, W. Chung, L. Yu, T. Kasarla, Y. Bang, A. Bolourchi, Y. LeCun and P. Fung. ⬇️Details

🎓️ We’re thrilled to announce that Lucas SCHOTT will soon defend his PhD thesis! 📖Title: "Diverse and Adaptive Adversarial Training for Robust Reinforcement Learning". 📅Tuesday, 14th April 2026 ⌚️️2pm 📍Amphi Astier, Batiment Esclangon, 4 Place Jussieu, Paris #PhD #RL #PhdDefense #agent

Accepted papers at EACL 2026 🎉 Several members from the team are in Rabat, Morocco, this week to present their work! Don't hesitate to drop by and have a chat with them 🙋 List in thread ⬇️

🎓Wrapping up March on a high note with the thesis defense of Tanguy Herserant! 📖Title: "Amélioration des métriques d'évaluation pour les méthodes de résumé automatique". 📅Monday, 30th March ⌚️2pm 📍Amphi Herpin, Bat. ESCLANGON

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📢Offre de stage de M2, sous la tutelle d'Olivier Schwander: Je cherche un/une stagiaire de M2 informatique ou mathématique (spécialité science des données, apprentissage statistique et intelligence artificielle): *Détection et caractérisation non-supervisée d’arbres à partir d’images aériennes* ⬇️

📣 PhD defense announcement ! 📣 Raphaël Mouravieff will defend his PhD titled "Deep Learning Approaches for Improving Generalization in Table Question-Answering." 📆 Monday, December 1st at 10:00 AM 📍 Room RC27 Atrium, 4 Place Jussieu, 75005 Paris 🖥️ A link will be provided to follow remotely

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🎉 Accepted papers at NeurIPS 2025 🎉 The team is proud to announce that several paper were accepted at #NeurIPS25. Looking forward to meet in Paris (25th-26th Nov), Copenhagen or San Diego (1st-7th Dec)! Let's present our papers ⬇️

The team meeting of the week was presented by Alexandre Vérine, from PSL, about "Quality and Diversity in generative models through the lens of f-divergences." Thanks a lot for this interesting talk!

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🎉 PhD defense announcement! Florian Le Bronnec will defend his PhD titled "Reliability of Generative Language Models: Efficiency, Faithfulness, and Coverage"! 👨‍🎓 🗓️When? Wed, November 26th, 14:00 📍Where? Amyot Amphitheater, PSL, 3 Rue Amyot, Paris. Looking forward to seeing you there! Abstract ⬇️

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