Science & Systems

New framework reads brain signals across subjects without per-user retraining

A zero-shot EEG model benchmarks CNN, LSTM, and Transformer architectures on the large-scale Healthy Brain Network dataset to crack the cross-subject problem.

Why it mattersBCIs and mental-health biomarker tools that cannot generalize across subjects have limited real-world utility; cross-subject decoding is the barrier preventing clinical deployment.