Faithful Action-unit Causal Reasoning for Counterfactually Faithful Emotion Explanations

Van Thong Huynh, Hong Hai Nguyen, Thuy Pham +2

Multimodal models can name the action units (AUs) behind a facial emotion, but their AU->emotion rationales are typically plausible rather than faithful: nothing forces the AUs a m…