When, Where, and Why: Hierarchical Causal Explainability for Video Face Understanding with MLLMs
arXiv:2610.17791v1 Announce Type: new Abstract: Understanding facial behaviour in video requires answering three fundamental questions: when a key facial expression occurs, where the model attends on