Foundation Models

IEEE EMBC 2025 – Silent Disco Presentations
Presented quantized biosignal foundation models in EMBC’s silent disco session while Anna Tegon delivered FEMBA.
17, Jul, 2025 711:00 Bella Center Copenhagen, Denmark
Code Slides Blood-pressure slides FEMBA slides Finetuning & Quantization paper FEMBA paper BioFoundation codebase
IEEE EMBC 2025 – Silent Disco Presentations
Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation
Transfers EEG foundation models to ECG/PPG for BP estimation, reaching 1.57 mmHg MAE with 3.5× model compression via INT8 quantization.
Bálint Tóth, Dominik Senti, Thorir Mar Ingolfsson, Jeffrey Zweidler, Alexandre Elsig, Luca Benini, Yawei Li
PDF Project Preprint (arXiv) DOI
BioFoundation: Foundation Models for Biosignals
Open-source framework powering LUNA, FEMBA, CEReBrO, and other EEG foundation models — including LUNA, accepted at NeurIPS 2025.
PDF Code GitHub Paper