MUMBAI, India, June 30 -- Intellectual Property India has published a patent application (202641075637 A) filed by Amrita Vishwa Vidyapeetham on June 18, 2026, for System For Detection Of Spam Messages And Botnet Activity In A Communication Network.
Inventors include Mukhopadhyay, Adwitiya; Rao, Santhosh Kumar Belamkar Jayarama; Kiran M.; and Likith S..
The application for the patent was published on June 26, 2026, under issue no. 26/2026.
Abstract: The present disclosure provides an system (100) for detection of spam messages and botnet activity in a communication network (102), addressing the failure of content filters and static signatures against evolving threats and the absence of confidence in binary decisions. A network interface controller (104) captures message data and network flow records, a feature representation unit (106) fuses a contextual embedding with a behavioral descriptor and projects a fused vector through an autoencoder (106-6) into a latent representation, an evidential clustering unit (108) parameterizes a Dirichlet distribution over behavior clusters to output a per-record uncertainty score, an enforcement unit (110) drops or flags high-uncertainty records, and a feedback unit (112) retrains on drift. Unlike conventional detectors, this approach quantifies uncertainty and adapts continually, supporting email security and network monitoring.
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