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06/29/2023
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs
Experimental results have shown that curriculum learning, i.e., presenti...
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06/28/2023
Theory and applications of the Sum-Of-Squares technique
The Sum-of-Squares (SOS) approximation method is a technique used in opt...
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01/31/2023
A Mathematical Model for Curriculum Learning
Curriculum learning (CL) - training using samples that are generated and...
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05/26/2022
Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures
This paper considers the Pointer Value Retrieval (PVR) benchmark introdu...
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03/22/2022
Learning curves for the multi-class teacher-student perceptron
One of the most classical results in high-dimensional learning theory pr...
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02/25/2022
An initial alignment between neural network and target is needed for gradient descent to learn
This paper introduces the notion of "Initial Alignment" (INAL) between a...
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11/03/2021
Regularization by Misclassification in ReLU Neural Networks
We study the implicit bias of ReLU neural networks trained by a variant ...
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01/29/2021
Stochastic block model entropy and broadcasting on trees with survey
The limit of the entropy in the stochastic block model (SBM) has been ch...
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06/09/2020