https://github.com/aditya-grover/uae
Uncertainty Autoencoders, AISTATS 2019
Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
-
○DOI references
-
✓Academic publication links
Links to: arxiv.org -
○Committers with academic emails
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (6.3%) to scientific vocabulary
Repository
Uncertainty Autoencoders, AISTATS 2019
Basic Info
- Host: GitHub
- Owner: aditya-grover
- Language: Python
- Default Branch: master
- Size: 23.4 KB
Statistics
- Stars: 55
- Watchers: 3
- Forks: 15
- Open Issues: 2
- Releases: 0
Metadata Files
README.md
Uncertainty Autoencoders
This repository provides a reference implementation for learning uncertainty autoencoders as described in the paper:
Uncertainty Autoencoders: Learning Compressed Representations via Variational Information Maximization Aditya Grover, Stefano Ermon
International Conference on Artificial Intelligence and Statistics (AISTATS), 2019 Paper: https://arxiv.org/abs/1807.01442
Requirements
The codebase is implemented in Python 3.6 and Tensorflow. To install the necessary requirements, run the following commands:
pip install -r requirements.txt
** NOTE: ** An experimental reimplementation is available in pytorch_src/ folder. Use at own risk.
Citing
If you find Uncertainty Autoencoders useful in your research, please consider citing the following paper:
@inproceedings{grover2019uncertainty,
title={Uncertainty Autoencoders: Learning Compressed Representations via Variational Information Maximization},
author={Grover, Aditya and Ermon, Stefano},
booktitle={International Conference on Artificial Intelligence and Statistics},
year={2019}}
Owner
- Name: Aditya Grover
- Login: aditya-grover
- Kind: user
- Website: http://aditya-grover.github.io
- Repositories: 15
- Profile: https://github.com/aditya-grover
Assistant Professor of Computer Science at UCLA
GitHub Events
Total
- Watch event: 3
Last Year
- Watch event: 3
Committers
Last synced: about 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Aditya Grover | a****1@g****m | 4 |
Issues and Pull Requests
Last synced: about 1 year ago
All Time
- Total issues: 3
- Total pull requests: 0
- Average time to close issues: about 8 hours
- Average time to close pull requests: N/A
- Total issue authors: 3
- Total pull request authors: 0
- Average comments per issue: 1.33
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- franciscobarber (1)
- hhwoxihuanni (1)
- iperov (1)
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels
Dependencies
- numpy *
- tensorflow >=1.8,<=1.13