Exact inference in structured prediction
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 as a …
is often done by maximizing a score function on the space of labels, which decomposes as a …
Fairness constraints can help exact inference in structured prediction
Many inference problems in structured prediction can be modeled as maximizing a score
function on a space of labels, where graphs are a natural representation to decompose the …
function on a space of labels, where graphs are a natural representation to decompose the …
A View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy
Performing inference in graphs is a common task within several machine learning problems,
eg, image segmentation, community detection, among others. For a given undirected …
eg, image segmentation, community detection, among others. For a given undirected …
A thorough view of exact inference in graphs from the degree-4 sum-of-squares hierarchy
Performing inference in graphs is a common task within several machine learning problems,
eg, image segmentation, community detection, among others. For a given undirected …
eg, image segmentation, community detection, among others. For a given undirected …