Stimulus identity rather than emotion drives EEG classification on the FACED dataset
Moritz Gerster, Elizaveta Sirotina, Anton Orlovskii, Alexandra Hertz, Juliette L Y Champaud, Domenico Guarino, Silvia Tulli
The paper shows that EEG classification on the FACED dataset is driven by stimulus identity rather than emotion, highlighting design flaws in the dataset.
bioRxiv · Jun 16, 2026 · PreprintNeuroscience