MUMBAI, India, Nov. 2 -- Intellectual Property India has published a patent application (202541040895 A) filed by Samsung Electronics Co. , Ltd. on April 28, 2025, for ‘‘multi-Teacher Distillation For Graph Class Incremental Learning”.
Inventors include Navneeth Sathyanaryana Holla; Mohamed Akram Ulla Shariff; Saravana Balaji Shanmugam; and Barath Raj Kandur Raja.
The application for the patent was published on October 30, 2026, under issue no. 44/2026.
Abstract: “Multi-Teacher Knowledge Distillation Framework for Graph-Based Class-Incremental Learning” The present invention provides a method for constructing and updating a temporally-aware knowledge graph representing user behavior by an electronic device (101). The method includes receiving multi-modal user data from a source associated with a user. The method further includes generating, by a teacher model, a plurality of respective representations from the multi-modal user data. The method further includes combining, by a student model (310), the respective representations to generate a unified representation. The method further includes preserving long-term structural knowledge and semantic knowledge and capturing short-term contextual changes associated with user behavior. The method further includes detecting changes in user behavior based on statistics associated with the multi-modal user data. The method further includes adjusting an update policy associated with the student model (310) and the temporally-aware knowledge graph. The method further includes updating the temporally-aware knowledge graph and generating identity nodes representing higher-order user attributes for personalization across applications and devices. FIG. 4
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