N.Durga; A. Mary Posonia; Selvakumar; M.Mageshwari; SUTHA K; B. Senthilnayaki; Saravanakkumar Raj; T.Vengatesh; Haripriya. DISTRIBUTED INTELLIGENCE AT THE EDGE: A MATHEMATICAL FRAMEWORK FOR DECENTRALIZED LEARNING IN IOT NETWORKS. IJCISIM 2026, 18, 738-756.