BISA-SS1: Building EEG Foundation Models: Technical Ingredients and Open Challenges
Tue, 1 Sep, 14:00 - 15:40
Location: Studio 1
Session Type: Lecture
Session Co-Chairs: Giulia Lioi, IMT Atlantique and Nicolas Farrugia, IMT Atlantique
Track: 20: Building EEG Foundation Models: Technical Ingredients and Open Challenges
Tue, 1 Sep, 14:00 - 14:20

BISA-SS1.1: Key Ingredients for EEG Foundation Models: What Works - and What Doesn't
Giulia Lioi, Yassine El Ouahidi, Jonathan Lys, IMT Atlantique, France; Philipp Thölke, Université de Montréal, Canada; Bastien Pasdeloup, Vincent Gripon, Nicolas Farrugia, IMT Atlantique, France; Karim Jerbi, Université de Montréal, Canada
Tue, 1 Sep, 14:20 - 14:40

BISA-SS1.2: LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling
Danaé Broustail, Anna Tegon, Thorir Mar Ingolfsson, Yawei Li, Luca Benini, ETH - Eidgenössische Technische Hochschule Zürich, Switzerland
Tue, 1 Sep, 14:40 - 15:00

BISA-SS1.3: Rectifying Geometric Misalignment: Online Source-Free Adaptation for Class-Imbalanced EEG
Shiwen Chu, Shanglin Li, Motoaki Kawanabe, Reinmar Kobler, ATR, Japan
Tue, 1 Sep, 15:00 - 15:20

BISA-SS1.4: Toward OpenEEG-Bench: A Live Community-Driven Benchmark for EEG Foundation Models
Pierre Guetschel, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Netherlands; Bruno Aristimunha, Yneuro, France; Dung Truong, Kuntal Kokate, University of California San Diego, United States; Michael Tangernann, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Netherlands; Arnaud Delorme, University of California San Diego, United States
Tue, 1 Sep, 15:20 - 15:40

BISA-SS1.5: TOOLS, CHALLENGES AND OPPORTUNITIES TO ADDRESS INTRA- AND INTER-USER VARIABILITY IN EEG-BASED BCIS
Fabien Lotte, Simon Kojima, Inria Center at the University of Bordeaux, France; Niklas Kueper, Robotics Innovation Center, German Research Center for Artificial Intelligence (DFKI GmbH), Germany; Pauline Dreyer, Inria Center at the University of Bordeaux, France; Rafael Math, Mansi Sharma, German Research Center for Artificial Intelligence Germany (DFKI), Germany; Raphaëlle N. Roy, Fédération ENAC ISAE-SUPAERO ONERA, Université de Toulouse, France; Sébastien Rimbert, Inria Center at the University of Bordeaux, France; Marc Tabie, Robotics Innovation Center, German Research Center for Artificial Intelligence (DFKI GmbH), Germany; Maurice Rekrut, German Research Center for Artificial Intelligence Germany (DFKI), Germany