Quantization

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
Quantized Tiny Recursive Models for Edge Deployment
Quantize TRMs to low precision and deploy them on GAP9 or Cortex-M, exploring accuracy–energy trade-offs and adaptive compute.
Last updated on 13, Nov, 2025 MSc Thesis