2 papers
cs.LG2026
Identifying Information from Observations with Uncertainty and Novelty
Derek S. Prijatelj, Timothy J. Ireland, Walter J. Scheirer
A machine that learns a task from observations must encounter and process uncertainty and novelty, especially when it is to maintain performance when observing new information and…
cs.CV2025
Human Activity Recognition in an Open World
Derek S. Prijatelj, Samuel Grieggs, Jin Huang +6
Managing novelty in perception-based human activity recognition (HAR) is critical in realistic settings to improve task performance over time and ensure solution generalization out…