@article{fromobservationstocausationsagnnbasedpro, title = {From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery}, author = {Rezaur Rashid and Gabriel Terejanu}, year = {2025}, eprint = {2507.20349}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.20349}, }