Learning Saliency Maps to Explain Deep Time Series Classifiers. - Prathyush S. Parvatharaju; Ramesh Doddaiah; Thomas Hartvigsen; Elke A. Rundensteiner (CIKM, 2021)

Class-Specific Explainability for Deep Time Series Classifiers. - Ramesh Doddaiah; Prathyush S. Parvatharaju; Elke A. Rundensteiner; Thomas Hartvigsen (ICDM, 2022)

Explaining deep multi-class time series classifiers. - Ramesh Doddaiah; Prathyush S. Parvatharaju; Elke A. Rundensteiner; Thomas Hartvigsen (Knowl. Inf. Syst., 2024)

Foundation Models for Time Series: A Survey. - Siva Rama Krishna Kottapalli; Karthik Hubli; Sandeep Chandrashekhara; Garima Jain; Sunayana Hubli; Gayathri Botla; Ramesh Doddaiah (CoRR, 2025)