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Arghya Pratihar

1 paper indexed

arxivstat.MEcs.LG2026-07-03

CaSPECT: Discovering Causally Homogeneous Subgroups via Directed Spectral Clustering

Arghya Pratihar, Shinjon Chakraborty, Swagatam Das

We propose \textbf{CaSPECT}, a causal spectral clustering framework for discovering causally homogeneous subgroups from observational data. Rather than clustering in covariate space, CaSPECT defines similarity through the topology of a learned directed acyclic graph (DAG); a boot…

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