Search Results for author: Devin Kwok

Found 3 papers, 0 papers with code

Simultaneous linear connectivity of neural networks modulo permutation

no code implementations9 Apr 2024 Ekansh Sharma, Devin Kwok, Tom Denton, Daniel M. Roy, David Rolnick, Gintare Karolina Dziugaite

In contrast, the claim "strong linear connectivity"-that for each network, there exists one permutation that simultaneously connects it with the other networks-is both intuitively and practically more desirable.

Dataset Difficulty and the Role of Inductive Bias

no code implementations3 Jan 2024 Devin Kwok, Nikhil Anand, Jonathan Frankle, Gintare Karolina Dziugaite, David Rolnick

Motivated by the goals of dataset pruning and defect identification, a growing body of methods have been developed to score individual examples within a dataset.

Inductive Bias

Neural Networks as Paths through the Space of Representations

no code implementations22 Jun 2022 Richard D. Lange, Devin Kwok, Jordan Matelsky, Xinyue Wang, David S. Rolnick, Konrad P. Kording

Deep neural networks implement a sequence of layer-by-layer operations that are each relatively easy to understand, but the resulting overall computation is generally difficult to understand.

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