G2VD: Generalizable AI-Generated Video Detection via Counterfactual Intervention and Causal Disentanglement
G2VD introduces a counterfactual intervention pipeline (CFIPipeline) that constructs counterfactual samples through VAE-based reconstruction and subsequent frequency-domain and pixel-domain alignment, thereby weakening spurious correlations between domain-specific bias and authenticity labels and design a causal disent...