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Joo Young Choi

2 accepted papers

2023

Rotation and Translation Invariant Representation Learning with Implicit Neural Representations

ICML 2023poster

In many computer vision applications, images are acquired with arbitrary or random rotations and translations, and in such setups, it is desirable to obtain semantic representations disentangled from the image orientation. Examples of such applications include semiconductor wafer defect inspection,…

2022

Neural Tangent Kernel Analysis of Deep Narrow Neural Networks

ICML 2022spotlight

The tremendous recent progress in analyzing the training dynamics of overparameterized neural networks has primarily focused on wide networks and therefore does not sufficiently address the role of depth in deep learning. In this work, we present the first trainability guarantee of infinitely deep b…