Improved categorization of subtle facial expressions modulates Late Positive Potential.

•Feedback-based training increases correct categorization of subtle facial expressions.•Training enhances P3b/LPP amplitude elicited by subtle facial expressions.•P1 and N170 are unaffected by feedback-based categorization training.