Days on Distributed Learning
September 21th and 22th, Lyon, France
September 21th and 22th, Lyon, France
The GDR RSD organizes in association with SIF two days on Distributed Learning from September 21th to September 22th, 2023 in Lyon, France. Registration fees are 100€ (50% discount for SIF members) and includes breaks, social diner, and keynotes (places are limited,please note that the registration policy is "first-in-first-in").
These days will feature 8 technical keynotes (September 21th), and 8 multidisciplinary presentations dealing with the different challenges of decentralized learning (September 22th).
| 08:30 - 09:00 | Welcome/Breakfast |
| 09:00 - 09:30 | Sara Bouchenak (INSA-Lyon) |
Towards Privacy, Robustness and Fairness in Federated Learning |
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| 09:30 - 10:00 | Antoine Boutet (INSA-Lyon) |
When an adversary tries to steal the meager accuracy gain offered by FL |
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| 10:00 - 10:30 | Discussion |
| 10:30 - 11:00 | Break |
| 11:00 - 11:30 | Aymeric Dieuleveut (Ecole Polytechnique) |
A Tour on Compression in Federated Learning |
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| 11:30 - 12:00 | Marc Tommasi (Université de Lille) |
Topology Learning for Decentralized Optimization |
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| 12:00 - 12:30 | Discussion |
| 12:30 - 14:00 | Lunch |
| 14:00 - 14:30 | Chuan XU (Inria) |
Passive attacks for federated learning |
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| 14:30 - 15:00 | Sara Tucci (CEA) |
Byzantine resilient distribted systems |
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| 15:00 - 15:30 | Discussion |
| 15:30 - 16:00 | Break |
| 16:00 - 16:30 | Stefan Duffner (INSA-Lyon) |
Federated Learning for Health Applications |
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| 16:30 - 17:00 | Kevin Scaman (Inria) |
The Impact of Data Heterogeneity on Personalized Federated Learning |
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| 17:00 - 17:30 | Discussion |
| 08:30 - 09:00 | Welcome/Breakfast |
| 09:00 - 09:30 | Christian Reimsbach-Kounatze (OCDE) |
Emerging privacy-enhancing technologies - Current regulatory and policy approaches |
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| 09:30 - 10:00 | Claude Kirchner (CNPEN) |
Enjeux d’éthique des architectures numériques décentralisées, ou pas. |
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| 10:00 - 10:30 | Margo Bernelin (CNRS) |
L'apprentissage distribué et le droit : nage synchronisée ? |
10:30 - 11:00 | Break |
| 11:00 - 11:30 | Alexis Leautier (CNIL) |
Avantages pour la vie privée des approches décentralisées et recommandations de la CNIL |
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| 11:30 - 11:45 | Antoine Richard (HCL) |
Problématiques de l’apprentissage fédéré en santé (le cas d’un réseau de CHU) |
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| 11:45 - 12:00 | Clément Devic (Unicancer) |
Retour d'expérience: le cas d'un apprentissage fédéré en imagerie TEP-TDM pour prédire la survie de patients atteints de cancer pulmonaire métastatique traité par immunothérapie |
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| 12:00 - 12:45 | Table Ronde : Problématiques de l’apprentissage fédéré en santé |
Margo Bernelin (CNRS), Alexis Leautier (CNIL), Claude Kirchner (CNPEN), François Talbot (HCL), Antoine Richard (HCL), Christian Reimsbach-Kounatze (OCDE), Marco Lorenzi (Inria), Clément Devic (Unicancer), Olivier Humbert (Unicancer) |
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| 13:00 - 14:00 | Lunch |
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