2 papers
cs.LG2026
Directional Concentration Uncertainty: A representational approach to uncertainty quantification for generative models
Souradeep Chattopadhyay, Brendan Kennedy, Sai Munikoti +2
In the critical task of making generative models trustworthy and robust, methods for Uncertainty Quantification (UQ) have begun to show encouraging potential. However, many of thes…
cs.LG2025
Predicting Mild Cognitive Impairment Using Naturalistic Driving and Trip Destination Modeling
Souradeep Chattopadhyay, Guillermo Basulto-Elias, Jun Ha Chang +4
Understanding the relationship between mild cognitive impairment (MCI) and driving behavior is essential for enhancing road safety, particularly among older adults. This study intr…