When, Where, and Why: Hierarchical Causal Explainability for Video Face Understanding with MLLMs

Anubhav Kataria, Shreya Ghosh, Jingwen Ye +1

Understanding facial behaviour in video requires answering three fundamental questions: when a key facial expression occurs, where the model attends on the face at that moment, and…