How does metric learning improve KNN performance?

Metric learning learns a better distance function tailored to the data.

Instead of using fixed metrics like Euclidean distance, metric learning trains transformations so that similar points are closer and dissimilar points are farther apart. This significantly improves KNN effectiveness.