In short :

The poster titled “EEG foundation models: a new paradigm for developing AI use cases in EEG” presents the results of the Bioserenity Data Science team, with a focus on the Large Brain Model (LBM) and, in particular, BioSerenity-E1, released in 2025. In response to the global shortage of neurologists and increasing diagnostic delays, we are developing AI-based tools to support clinical decision-making using EEG foundation models. Results show that pretraining significantly improves performance on key clinical tasks such as seizure detection and abnormality classification — especially in low-label settings, which remain a major bottleneck in clinical EEG. We thank Antoine Honoré, Halla Olafsdottir, and Nasheed Jamal for presenting Bioserenity’s work to the international neurophysiology community.