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brainnn

Neuromodulator-Conditioned BCI Decoding

LOSO results

Specs

Status
Research prototype (July 2026, active)
Role
Solo — architecture, implementation, evaluation, communication
Result
40% zero-shot cross-subject accuracy on BNCI2014_001 (4-class motor imagery, chance = 25%)
Stack
Python · PyTorch · MNE · MOABB · Streamlit · Plotly
Novelty
Independent literature review confirmed no prior work conditions a BCI decoder on a 3-D neuromodulator estimate
Review
Architecture personally reviewed by Peter Dayan (MPI Tübingen)

Attention Map

Attention map

Focused vs Tired

Focused vs tired comparison

Links