Population loss in shallow ReLU networks: Bias&families of critical points
A formula for the population loss in the student-teacher kernel model that is applicable to shallow ReLU networks with bias is presented and it is shown that various families of spurious minima described in past papers of Arjevani and the author extend to biased networks and that the loss is always strictly decreased w...