Mitigating Gender Bias in Depression Detection via Counterfactual Inference

Mingxuan Hu, Hongbo Ma, Xinlan Wu +3

Audio-based depression detection models have demonstrated promising performance but often suffer from gender bias due to imbalanced training data. Epidemiological statistics show a…