2 papers
eess.SP2025
Time-series Random Process Complexity Ranking Using a Bound on Conditional Differential Entropy
Jacob Ayers, Richard Hahnloser, Julia Ulrich +5
Conditional differential entropy provides an intuitive measure for relatively ranking time-series complexity by quantifying uncertainty in future observations given past context. H…
cs.LG2025
Detecting Concept Drift in Neural Networks Using Chi-squared Goodness of Fit Testing
Jacob Glenn Ayers, Buvaneswari A. Ramanan, Manzoor A. Khan
As the adoption of deep learning models has grown beyond human capacity for verification, meta-algorithms are needed to ensure reliable model inference. Concept drift detection is…