Turning K-L divergence into a metric
Kullback-Leibler divergence is not a metric due to asymmetry. Jeffreys divergence fixes symmetry by averaging K-L in both directions, and Jensen-Shannon divergence further uses the average distribution to produce a bounded measure whose square root is a true metric.