MUMBAI, India, Jan. 2 -- Intellectual Property India has published a patent application (202541122232 A) filed by Vellore Institute Of Technology, Vellore, Tamil Nadu, on Dec. 4, 2025, for 'system for hyper parameter visualization in generative machine learning models.'
Inventor(s) include Dr. Sivaranjani A; Mr. Aman Sood; and Ms. Krishika Khushi.
The application for the patent was published on Jan. 2, under issue no. 01/2026.
According to the abstract released by the Intellectual Property India: "The present disclosure provides a system for hyperparameter visualization in generative machine learning models. The system includes generative model modules configured to generate outputs across different modalities including text, image, and audio generation. A backend server is operatively connected to the modules and configured to execute them using different hyperparameter configurations. A visualization interface displays side-by-side comparisons of outputs generated using different hyperparameter values. The system maintains controlled experimental conditions across hyperparameter variations by using identical random seeds, training data sequences, and model initialization parameters. The text generation module implements a feedforward neural network with different learning rates. The image generation module implements a generative adversarial network with different optimizer algorithms. The audio generation module implements a transformer-based autoregressive model with different temperature settings."
Disclaimer: Curated by HT Syndication.
