3 papers
cs.LG2026
Mask2Cause: Temporal Causal Discovery Beyond Causality in Mean
Omar Muhammad, Pasupuleti Dhruv Shivkant, Deepak N. Subramani
One approach to discovering causal relationships in multivariate time series is to ask whether a variable's history improves prediction of another variable. When this improvement i…
cs.CE2026
Online Learning of Strategic Defense against Ecological Adversaries under Partial Observability with Semi-Bandit Feedback
Anjali Purathekandy, Deepak N. Subramani
We introduce an online learning algorithm for computing adaptive resource allocation policies against strategic ecological adversaries with unknown behavioral models and partial ob…
q-bio.PE2020
Spatio-temporal predictive modeling framework for infectious disease spread
Sashikumaar Ganesan, Deepak Subramani
A novel predictive modeling framework for the spread of infectious diseases using high dimensional partial differential equations is developed and implemented. A scalar function re…