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cs.LG2024
Simultaneous linear connectivity of neural networks modulo permutation
Ekansh Sharma, Devin Kwok, Tom Denton +3
Neural networks typically exhibit permutation symmetries which contribute to the non-convexity of the networks' loss landscapes, since linearly interpolating between two permuted v…
cs.LG2024
Dataset Difficulty and the Role of Inductive Bias
Devin Kwok, Nikhil Anand, Jonathan Frankle +2
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. These methods, whi…