multi-index model
PulseAugur coverage of multi-index model — every cluster mentioning multi-index model across labs, papers, and developer communities, ranked by signal.
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New Hyper-Kernel Ridge Regression Tackles Curse of Dimensionality
Researchers have developed Hyper-Kernel Ridge Regression (HKRR), a novel approach that combines deep neural networks and kernel methods to address the curse of dimensionality in machine learning. This method is designed…
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Dataset Distillation Theory Explained for Two-Layer Neural Networks
Researchers have theoretically analyzed dataset distillation algorithms applied to gradient-based training of two-layer neural networks. The study focuses on a non-linear task structure called the multi-index model, pro…
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Two papers analyze theoretical limits of empirical risk minimization in ML
Two new research papers explore the theoretical underpinnings of empirical risk minimization (ERM) in machine learning. The first paper, "Replica Symmetry Breaking and Algorithmic Thresholds in Empirical Risk Minimizati…