Data for "Prevalence of Neural Collapse during the terminal phase of deep learning training" (PNAS 2020) and "Neural Collapse under MSE loss: proximity to and dynamics on the central path" (ICLR 2022)
Abstract/Contents
- Abstract
Contains the data used to generate plots in "Prevalence of Neural Collapse during the terminal phase of deep learning training" by Papyan, Han, and Donoho in PNAS 2020; and "Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path" by Han, Papyan, and Donoho in ICLR 2022.
Using Tableau Desktop (free for academics), one can open the plots by simply opening the pre-packaged Tableau file (.tbx). The raw data is in the corresponding CSVs. Also, contains the .gif used to generate Figure 1 of the paper.
Description
| Type of resource | Dataset |
|---|---|
| Date created | [ca. 2020 - 2022] |
| Date modified | February 7, 2022; December 5, 2022 |
| Publication date | September 29, 2020 |
Creators/Contributors
| Author | Han, X.Y. |
|---|---|
| Author | Papyan, Vardan |
| Author | Donoho, David L. |
Subjects
| Subject | Statistics Department |
|---|---|
| Subject | Stanford School of Arts and Sciences |
| Subject | Machine learning |
| Subject | Deep learning |
| Subject | Adversarial robustness |
| Subject | Simplex Equiangular Tight Frame |
| Subject | Nearest Class Center |
| Subject | Inductive bias |
| Subject | MSE Loss |
| Subject | Cross-entropy Loss |
| Subject | Central Path |
| Genre | Data |
| Genre | Data sets |
| Genre | Dataset |
Bibliographic information
| Related item |
|
|---|---|
| Location | https://purl.stanford.edu/ng812mz4543 |
Access conditions
- Use and reproduction
- User agrees that, where applicable, content will not be used to identify or to otherwise infringe the privacy or confidentiality rights of individuals. Content distributed via the Stanford Digital Repository may be subject to additional license and use restrictions applied by the depositor.
- License
- This work is licensed under a Creative Commons Attribution Non Commercial No Derivatives 4.0 International license (CC BY-NC-ND).
Preferred citation
- Preferred citation
- Han, X. Y. and Papyan, Vardan and Donoho, David L. (2020). Data for "Prevalence of Neural Collapse during the terminal phase of deep learning training" and "Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path". Stanford Digital Repository. Available at: https://purl.stanford.edu/ng812mz4543
Collection
Stanford Research Data
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- Contact
- xh332@cornell.edu
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