Biosignals

Invited talk at ARNI’s Frontier Models for Neuroscience and Behavior working group on foundation models for wearable EEG, EMG and multimodal biosignals, from pre-training objectives to measured inference on a milliwatt-class microcontroller.

Build and stress-test a self-supervised world model for biosignals, and work out where its anti-collapse regulariser stops respecting the fact that the data has an order.

Poster presentation of our full-stack framework for deploying biosignal foundation models on ultra-low-power edge devices at AMLD 2026 in Lausanne.

Presented quantized biosignal foundation models in EMBC’s silent disco session while Anna Tegon delivered FEMBA.

Open-source framework powering LUNA, FEMBA, CEReBrO, and other EEG foundation models — including LUNA, accepted at NeurIPS 2025.

We built a non-stigmatizing EEG headband with an ultra-low-power PULP processor that recognizes eye blinks, eyebrow movements, and alpha waves in real time and uses them to control a flying nano-drone — all computation happens on-board the wearable, without a laptop in the loop.