The committee machine: Computational to statistical gaps in learning a two-layers neural network

Benjamin Aubin, Antoine Maillard, Jean Barbier +3

Heuristic tools from statistical physics have been used in the past to locate the phase transitions and compute the optimal learning and generalization errors in the teacher-studen…