This is a widely used criterion since the time of Laplace.
Just as least-squares is optimal for mean-square error loss functions,
least absolute deviation is optimal for mean absolute error
loss functions.
See Wikipedia article
https://en.wikipedia.org/wiki/Mean_absolute_error.