Ahmed, Dr. Al Sadat Ibne. “Adaptive Graph Attention Networks With Incremental Learning for Robust Financial Fraud Detection in Dynamic Transaction Networks”. Journal of Machine Learning Innovations and Artificial Intelligence Horizons, vol. 1, no. 2, Sept. 2026, pp. 131-52, https://jmliaih.notationpublishing.com/1/article/view/21.