Original title: Detecting Interbrain Synchronization in EEG Hyperscanning with MUSE-S EEG headban
Tarmo Lipping, Ahmad Sharif, Matin Beiramvand, Jari Turunen · September 2026
Scientists want to track how people's brains sync up during shared activities using cheap, everyday gear. To test this, researchers recorded brainwaves from five pairs of people wearing consumer-grade headbands. The pairs switched between relaxing and playing a cooperative block game together. The team measured electrical brain signals, looking at individual wave patterns and how closely the two players' waves synced across both brains. They organized these measurements into tables and taught a computer program to tell relaxation apart from gameplay. When the program checked all brain measurements, it separated relaxation from gaming with perfect accuracy. When it looked only at how the two brains synced together, it still correctly spotted the difference 79 % of the time on new test data.
Imagine you and a friend are playing a video game together. It's hard to tell when you're both fully engaged versus when one is taking a break just by watching. Here, the headbands record your brain activity, and the model learns to spot when your minds are synchronized during active play.
This could make studies of social brain interaction affordable and accessible outside labs. It opens doors for developing neurofeedback tools that use everyday devices to understand cooperation.
The results are preliminary, based on only five pairs of subjects. The study is specific to Tetris gameplay and relaxation periods. Classification accuracy drops when using only inter-subject features, especially on test data.
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Detecting Interbrain Synchronization in EEG Hyperscanning with MUSE-S EEG headban — Tarmo Lipping, Ahmad Sharif, Matin Beiramvand et al.
Abstract licence: CC0
Explanation generated by Synthesis from the abstract — it is not the original paper. This is a preprint, so it hasn't necessarily been peer reviewed.