17 citations · 28 across the 18 of their papers we have counts for
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cs.LG2019★ 2 cited
Exact inference in structured prediction
Kevin Bello, Jean Honorio
Structured prediction can be thought of as a simultaneous prediction of multiple labels. This is often done by maximizing a score function on the space of labels, which decomposes…
cs.LG2019
Minimax bounds for structured prediction
Kevin Bello, Asish Ghoshal, Jean Honorio
Structured prediction can be considered as a generalization of many standard supervised learning tasks, and is usually thought as a simultaneous prediction of multiple labels. One…
stat.ME2019★ 3 cited
Direct Learning with Guarantees of the Difference DAG Between Structural Equation Models
Asish Ghoshal, Kevin Bello, Jean Honorio
Discovering cause-effect relationships between variables from observational data is a fundamental challenge in many scientific disciplines. However, in many situations it is desira…