Can semi-supervised learning use all the data effectively? A lower bound perspective

no code implementations • NeurIPS 2023 • Alexandru Ţifrea, Gizem Yüce, Amartya Sanyal, Fanny Yang

Prior works have shown that semi-supervised learning algorithms can leverage unlabeled data to improve over the labeled sample complexity of supervised learning (SL) algorithms.

A Structured Dictionary Perspective on Implicit Neural Representations

1 code implementation • CVPR 2022 • Gizem Yüce, Guillermo Ortiz-Jiménez, Beril Besbinar, Pascal Frossard

Leveraging results from harmonic analysis and deep learning theory, we show that most INR families are analogous to structured signal dictionaries whose atoms are integer harmonics of the set of initial mapping frequencies.

Dictionary Learning Inductive Bias +2