2 papers
cs.LG2024
Granger Causality Detection with Kolmogorov-Arnold Networks
Hongyu Lin, Mohan Ren, Paolo Barucca +1
Discovering causal relationships in time series data is central in many scientific areas, ranging from economics to climate science. Granger causality is a powerful tool for causal…
cs.LG2024
Improving PINNs By Algebraic Inclusion of Boundary and Initial Conditions
Mohan Ren, Zhihao Fang, Keren Li +1
"AI for Science" aims to solve fundamental scientific problems using AI techniques. As most physical phenomena can be described as Partial Differential Equations (PDEs) , approxima…