You Are Not Immune To Mode Collapse

2026-05-04

Mode collapse, where models repeatedly generate common outputs leading to homogenous results (e.g., more dogs than cats from unbalanced training data), affects various domains like grant-making and music. Systems become over-specialized based on past successes. To counteract this, introduce variability or alter external pressures to foster diversity.