MUMBAI, India, Aug. 31 -- Intellectual Property India has published a patent application (202541016145 A) filed by Samsung Electronics Co. , Ltd. on February 24, 2025, for Electronic Device And Methods For Fine-Tuning Foundation Models Using A Compiler System.
Inventors include Sharmila Mani; Nikhil Sahni; Renju Chirakarotu Nair; Abhijeet Yashawant Boragule; and Aditya Jhawar Number.
The application for the patent was published on August 28, 2026, under issue no. 35/2026.
Abstract: ABSTRACT Electronic device and methods for fine-tuning foundation models using a compiler system Embodiments disclosed herein relate an electronic device (200) and methods (700, 800, 900) for protecting Large Language Models (LLM) fine-tuning, and providing secured data inference on one or more functional models using a compiler system. The methods (700, 800, 900) include creating and sharing sensitive data from multiple applications to adapt a single foundation model with one or more adapters to leverage the base LLM for fine-tuning. The methods (700, 800, 900) include creating and sharing data from multiple competing applications by preventing various attacks such as denial of service, data poisoning, and prompt injection, during training and inference. The methods (700, 800, 900) utilize a framework for evaluating data for different LLM attacks, and performing post validation utilizing the evaluated data for fine-tuning in safe ecosystem. FIG. 2
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