Researcher Vijaya Rama Raju Gottimukkala introduces a federated learning model that enables banks to detect fraud collaboratively without sharing sensitive data. His framework combines privacy-by-design, asynchronous training, and regulatory alignment—advancing global financial security through ethical, scalable AI systems built on trust and transparency.