Publications by Lenka Zdeborová

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Lenka Zdeborová

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Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization

Optimization and Generalization of Shallow Neural Networks with Quadratic Activation Functions

The Spiked Matrix Model With Generative Priors

Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification

Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval

Optimal errors and phase transitions in high-dimensional generalized linear models

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

Entropy and mutual information in models of deep neural networks

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

Entropy and mutual information in models of deep neural networks

Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification

Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization

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

Optimization and Generalization of Shallow Neural Networks with Quadratic Activation Functions

The Spiked Matrix Model With Generative Priors

Entropy and mutual information in models of deep neural networks

Optimal errors and phase transitions in high-dimensional generalized linear models

Entropy and mutual information in models of deep neural networks

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

Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval