Foundation Models

AMLD Intelligence Summit 2026 – Pushing Biosignal FMs to the Edge
Poster presentation of our full-stack framework for deploying biosignal foundation models on ultra-low-power edge devices at AMLD 2026 in Lausanne.
10, Feb, 2026 SwissTech Convention Center, EPFL, Lausanne, Switzerland
PDF Code Poster PDF BioFoundation codebase AMLD 2026 event page
AMLD Intelligence Summit 2026 – Pushing Biosignal FMs to the Edge
NeurIPS 2025 – LUNA Poster Presentation
Poster presentation of LUNA—our topology-agnostic EEG foundation model—at NeurIPS 2025 in San Diego.
4, Dec, 2025 San Diego Convention Center, San Diego, USA
PDF Code LUNA poster PDF LUNA paper (arXiv) BioFoundation codebase
NeurIPS 2025 – LUNA Poster Presentation
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