Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks

Liam Collins; Hamed Hassani; Mahdi Soltanolkotabi; Aryan Mokhtari; Sanjay Shakkottai

2024 ICML ICML 2024

Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks

Abstract

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Authors

Liam Collins, Hamed Hassani, Mahdi Soltanolkotabi, Aryan Mokhtari, Sanjay Shakkottai

Topics

Machine Learning > Core Methods > Representation Learning Machine Learning > Optimization & Theory > Learning Theory Deep Learning > Architectures > Neural Networks

Keywords

two-layer relu neural network binary classification task generalization to downstream tasks gradient-based multitask learning algorithm projection of data onto r-dimensional subspace pseudo-contrastive loss

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