An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality

Silviu Pitis, Harris Chan, Kiarash Jamali +1

Distances are pervasive in machine learning. They serve as similarity measures, loss functions, and learning targets; it is said that a good distance measure solves a task. When de…