MUMBAI, India, Aug. 31 -- Intellectual Property India has published a patent application (202641099879 A) filed by Easwari Engineering College; and Srm Institue Of Science And Technology, Ramapuram on August 19, 2026, for Knowledge Dark Matter Retrieval Network (kdm-Rn).
Inventors include Sampathkumar N; Duranjai V; Deeraj Kumar M; and Mr. Ilamurugan G.
The application for the patent was published on August 28, 2026, under issue no. 35/2026.
Abstract: ABSTRACT The present invention relates to a system and method for discovering, inferring, validating, and retrieving latent knowledge structures not explicitly represented within available information repositories using artificial intelligence, semantic reasoning, and knowledge graph intelligence. The system acquires information from heterogeneous sources and constructs a multidimensional semantic topology representing contextual, temporal, causal, and conceptual relationships. A Knowledge Gravity Analysis module identifies regions associated with hidden knowledge, while a Knowledge Gap Detection Engine discovers missing entities, fragmented reasoning chains, and unexplored conceptual regions. A Dark Matter Inference Engine generates latent knowledge candidates through graph reasoning and semantic analysis. The inferred knowledge is validated, integrated into a Dark Matter Knowledge Graph, and presented through explainable retrieval mechanisms, enabling intelligent knowledge discovery beyond conventional retrieval systems for advanced research, innovation, and decision support. Total Number of Words in Abstract: 129
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