File:Model Collapse in Generative Models Can Be Avoided By Accumulating Data.png
![File:Model Collapse in Generative Models Can Be Avoided By Accumulating Data.png](https://upload.wikimedia.org/wikipedia/commons/thumb/e/ef/Model_Collapse_in_Generative_Models_Can_Be_Avoided_By_Accumulating_Data.png/800px-Model_Collapse_in_Generative_Models_Can_Be_Avoided_By_Accumulating_Data.png?20240502165501)
Size of this preview: 800 × 442 pixels. Other resolutions: 320 × 177 pixels | 640 × 354 pixels | 1,024 × 566 pixels | 1,280 × 707 pixels | 3,658 × 2,021 pixels.
Original file (3,658 × 2,021 pixels, file size: 123 KB, MIME type: image/png)
File information
Structured data
Captions
Captions
Model Collapse in Generative Models Can Be Avoided By Accumulating Data
Summary
editDescriptionModel Collapse in Generative Models Can Be Avoided By Accumulating Data.png |
English: Model collapse is a phenomenon in machine learning whereby generative models trained on their own outputs will exhibit increasing test error. However, previous works demonstrating this phenomenon assumed that training data are replaced at every model-fitting iteration; if training data instead accumulate across model-fitting iterations, model collapse does not occur. |
Date | |
Source | Own work |
Author | RylanSchaeffer |
Licensing
editI, the copyright holder of this work, hereby publish it under the following license:
![w:en:Creative Commons](https://upload.wikimedia.org/wikipedia/commons/thumb/7/79/CC_some_rights_reserved.svg/90px-CC_some_rights_reserved.svg.png)
![attribution](https://upload.wikimedia.org/wikipedia/commons/thumb/1/11/Cc-by_new_white.svg/24px-Cc-by_new_white.svg.png)
![share alike](https://upload.wikimedia.org/wikipedia/commons/thumb/d/df/Cc-sa_white.svg/24px-Cc-sa_white.svg.png)
This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
- You are free:
- to share – to copy, distribute and transmit the work
- to remix – to adapt the work
- Under the following conditions:
- attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
- share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.
File history
Click on a date/time to view the file as it appeared at that time.
Date/Time | Thumbnail | Dimensions | User | Comment | |
---|---|---|---|---|---|
current | 16:55, 2 May 2024 | ![]() | 3,658 × 2,021 (123 KB) | RylanSchaeffer (talk | contribs) | Uploaded own work with UploadWizard |
You cannot overwrite this file.
File usage on Commons
There are no pages that use this file.
File usage on other wikis
The following other wikis use this file:
- Usage on en.wikipedia.org
- Usage on fi.wikipedia.org
Metadata
This file contains additional information such as Exif metadata which may have been added by the digital camera, scanner, or software program used to create or digitize it. If the file has been modified from its original state, some details such as the timestamp may not fully reflect those of the original file. The timestamp is only as accurate as the clock in the camera, and it may be completely wrong.
PNG file comment |
|
---|