Inventors: Prof. Aditya Challa, Prof. Snehanshu Saha

This project aims to develop a framework using quantile representations to enhance the trustworthiness of AI systems. It addresses critical challenges in AI, such as Out-Of-Distribution Detection and Calibration, by proposing a unified solution through quantile-based approaches. The research will explore theoretical extensions to high-dimensional quantiles and develop efficient algorithms.