1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.LG2025★ 1 cited
The Butterfly Effect: Neural Network Training Trajectories Are Highly Sensitive to Initial Conditions
Devin Kwok, Gül Sena Altıntaş, Colin Raffel +1
Neural network training is inherently sensitive to initialization and the randomness induced by stochastic gradient descent. However, it is unclear to what extent such effects lead…
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…