Harsh Poonia

collaborators

2 papers

cs.LG2025

Exploring Neural Granger Causality with xLSTMs: Unveiling Temporal Dependencies in Complex Data

Harsh Poonia, Felix Divo, Kristian Kersting +1

Causality in time series can be challenging to determine, especially in the presence of non-linear dependencies. Granger causality helps analyze potential relationships between var…

cs.LG2024

$I ¨ $ SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains

Harsh Poonia, Moritz Willig, Zhongjie Yu +3

Causal inference in hybrid domains, characterized by a mixture of discrete and continuous variables, presents a formidable challenge. We take a step towards this direction and prop…

Exploring Neural Granger Causality with xLSTMs: Unveiling Temporal Dependencies in Complex Data

I¨SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains

$I ¨ $ SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains