113 citations · 392 across the 22 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
cs.LG2018★ 28 cited
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…
cs.IT2018★ 45 cited
The Mutual Information in Random Linear Estimation Beyond i.i.d. Matrices
Jean Barbier, Nicolas Macris, Antoine Maillard +1
There has been definite progress recently in proving the variational single-letter formula given by the heuristic replica method for various estimation problems. In particular, the…