3 papers
cs.LG2026
Physics-Encoded Inverse Modeling for Arctic Snow Depth Estimation
Akila Sampath, Vandana P. Janeja, Vandana Janeja +1
Accurate estimation of unobserved quantities in time-varying inverse problems remains challenging when observations are sparse and only indirectly related to the target variable. I…
cs.LG2026
Knowledge-Guided Time-Varying Causal Inference for Arctic Sea Ice Dynamics
Akila Sampath, Vandana Janeja, Jianwu Wang
Quantifying the causal relationship between sea ice thickness and sea surface height (SSH) is essential for understanding the mechanisms driving polar climate dynamics. Conventiona…
physics.data-an2024
Causality for Earth Science -- A Review on Time-series and Spatiotemporal Causality Methods
Sahara Ali, Uzma Hasan, Xingyan Li +5
This survey paper covers the breadth and depth of time-series and spatiotemporal causality methods, and their applications in Earth Science. More specifically, the paper presents a…