MUMBAI, India, Oct. 26 -- Intellectual Property India has published a patent application (202621106848 A) filed by Lakshmi Narain College Of Technology on September 04, 2026, for Privacy-Preserving Collaborative Knowledge Distillation System For Iot Devices.
Inventors include Susheel Kumar Gupta; Dr. Sourabh Singh; Chetna Singh; Neelesh Gour; and Dr. Vivek Richhariya.
The application for the patent was published on October 23, 2026, under issue no. 43/2026.
Abstract: A privacy-preserving collaborative knowledge distillation system for IOT devices, comprising a plurality of heterogeneous IoT (Internet of things) module 101 to generate raw telemetry data, a plurality of edge gateway nodes 102 comprising a local data buffer 103 to receive and temporarily store the data, a reformulated edge inference module 104 to encode the raw telemetry data into a latent embedding, a differential privacy noise injector 105 to clip the latent embedding and inject calibrated noise into the clipped latent embedding to generate a noisy latent embedding, a compact student inference model 106 to perform local inference on the raw telemetry data and generate state predictions of the module 101, a cloud distillation module 109 comprising a cross attention distillation module to determine attention weights in correspondence to respective noisy latent embeddings, and a prototype generator 110 to generate privacy enhanced latent prototypes from attention-weighted representations of the embeddings.
Disclaimer: Curated by HT Syndication.
