Transforming Causality: Transformer-Based Temporal Causal Discovery with Prior Knowledge Integration

Jihua Huang, Yi Yao, Ajay Divakaran

We introduce a novel framework for temporal causal discovery and inference that addresses two key challenges: complex nonlinear dependencies and spurious correlations. Our approach…