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cs.LG2026
Information Lattice Learning as Probabilistic Graphical Model Structure Learning
Haizi Yu, Lav R. Varshney
Information lattice learning (ILL) learns interpretable rules of a signal by alternately projecting the signal onto a partition lattice that encodes a hierarchy of abstractions and…
cs.LG2026
CAETC: Causal Autoencoding and Treatment Conditioning for Counterfactual Estimation over Time
Nghia D. Nguyen, Pablo Robles-Granda, Lav R. Varshney
Counterfactual estimation over time is important in various applications, such as personalized medicine. However, time-dependent confounding bias in observational data still poses…