pytorch version#10
Open
ttttttyy wants to merge 1 commit into
Open
Conversation
ttttttyy
marked this pull request as ready for review
June 11, 2024 08:30
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
I reworked the code into a new pytorch version and reproduced the results.
The following two figures show the results of LID and train/test accuracy throughout training with clean(first figure) and noisy(second figure) labels:
I used six different training criteria(cross-entropy,forward,backward,boot-hard,boot-soft,D2L) to train the model.
The figures below show the trend of test accuracy and subspace dimensionality on CIFAR-10 with 40% noisy labels:
The figures below show the trend of test accuracy and subspace dimensionality on CIFAR-10 with 60% noisy labels:
