17 citations · 32 across the 14 of their papers we have counts for
3 papers · 1 filter
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs
Emmanuel Abbe, Elisabetta Cornacchia, Aryo Lotfi
Experimental results have shown that curriculum learning, i.e., presenting simpler examples before more complex ones, can improve the efficiency of learning. Some recent theoretica…
Theory and applications of the Sum-Of-Squares technique
Francis Bach, Elisabetta Cornacchia, Luca Pesce +1
The Sum-of-Squares (SOS) approximation method is a technique used in optimization problems to derive lower bounds on the optimal value of an objective function. By representing the…
A Mathematical Model for Curriculum Learning for Parities
Elisabetta Cornacchia, Elchanan Mossel
Curriculum learning (CL) - training using samples that are generated and presented in a meaningful order - was introduced in the machine learning context around a decade ago. While…