AI models are increasingly developed collaboratively, making provenance verification critical. Federated auditing protocols allow stakeholders to trace model origins securely without exposing sensitive data. Techniques like cryptography and secure multiparty computation enable privacy-preserving audits. Students in a Data Scientist Course or Data Scientist Course in Nagpur can learn t... https://excelrposts-bijcw.wordpress.com/2025/10/18/tracking-ai-origins-federated-auditing-protocols-for-secure-model-provenance/