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Home/Authors/Abhinav Gorantla

Abhinav Gorantla

1 indexed paper

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Publications per year

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26

Top categories

ML×1AI×1Stats Method.×1Stats ML×1

Frequent co-authors

Shu Wan1×
Huan Liu1×
K. Selçuk Candan1×

Research Timeline

2026
The Good, the Bad, and the Ugly of Markov Boundary for Tabular Prediction

While restricting a model to the theoretical Markov boundary can significantly improve prediction, the practical process of discovering and using this boundary is often computationally infeasible and does not consistently outperform using the full feature set.

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Papers

cs.LGcs.AIstat.MERecentMay 28, 2026

The Good, the Bad, and the Ugly of Markov Boundary for Tabular Prediction

Shu Wan, Abhinav Gorantla, Huan Liu, K. Selçuk Candan

While restricting a model to the theoretical Markov boundary can significantly improve prediction, the practical process of discovering and using this boundary is often computationally infeasible and…

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