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gp-ima

Independent mechanisms in Gaussian Process Latent Variable Models (GPLVMs)

https://github.com/rpatrik96/gp-ima

Science Score: 54.0%

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Last synced: 10 months ago · JSON representation ·

Repository

Independent mechanisms in Gaussian Process Latent Variable Models (GPLVMs)

Basic Info
  • Host: GitHub
  • Owner: rpatrik96
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 530 KB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created about 3 years ago · Last pushed almost 3 years ago
Metadata Files
Readme License Citation

README.md

# Independent mechanisms in GPLVMs [![Conference](http://img.shields.io/badge/AABI-2023.svg)](https://openreview.net/forum?id=WgK0RYP-6H) ![CI testing](https://github.com/rpatrik96/gp-ima/workflows/CI%20testing/badge.svg?branch=main&event=push)

Description

We show that most common kernel choices in GPLVM restrict the functions (even in the prior) to the IMA class (Gresele et al., 2021), which shows that IMA is more prevalent in variational inference, even beyond VAEs (Reizinger et al., 2022).

How to run

First, install dependencies
```bash

clone gp-ima

git clone --recurse-submodules https://github.com/rpatrik96/gp-ima

install gp-ima

cd gp-ima pip install -e .
pip install -r requirements.txt

install submodule requirements

pip install --requirement tests/requirements.txt --quiet

install pre-commit hooks (only necessary for development)

pre-commit install ```

Citation

```

@inproceedings{ reizinger2023independent, title={Independent Mechanism Analysis in {GPLVM}s}, author={Patrik Reizinger and Han-Bo Li and Aditya Ravuri and Ferenc Husz{\'a}r and Neil D Lawrence}, booktitle={Fifth Symposium on Advances in Approximate Bayesian Inference}, year={2023}, url={https://openreview.net/forum?id=WgK0RYP-6H} }

```

Owner

  • Name: Patrik Reizinger
  • Login: rpatrik96
  • Kind: user
  • Location: Germany
  • Company: IMPRS-IS, ELLIS

PhD student at IMPRS-IS (University of Tübingen) and ELLIS. Looking into causality and representation learning.

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Reizinger"
  given-names: "Patrik"
  orcid: "https://orcid.org/0000-0001-9861-0293"
- family-names: "Li"
  given-names: "Han-Bo"
- family-names: "Ravuri"
  given-names: "Aditya"
- family-names: "Huszár"
  given-names: "Ferenc"
  orcid: "https://orcid.org/0000-0002-4988-1430"
- family-names: "Lawrence"
  given-names: "Neil"
  orcid: "https://orcid.org/0000-0001-9258-1030"
title: "gp-ima"
version: 1.0.0
doi: 
date-released: 2023-07-20
url: "https://github.com/rpatrik96/gp-ima"

GitHub Events

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Last synced: about 1 year ago

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  • Total Commits: 47
  • Total Committers: 1
  • Avg Commits per committer: 47.0
  • Development Distribution Score (DDS): 0.0
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Patrik Reizinger p****7@g****m 47

Issues and Pull Requests

Last synced: about 1 year ago

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  • Total issues: 0
  • Total pull requests: 5
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  • Average time to close pull requests: 35 minutes
  • Total issue authors: 0
  • Total pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 5
  • Bot issues: 0
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Dependencies

.github/workflows/ci-testing.yml actions
  • actions/cache v3 composite
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
requirements.txt pypi
  • GPy *
  • PyYAML *
  • argparse *
  • distrax *
  • jax *
  • matplotlib *
  • numpy *
  • pytest *
  • scikit-learn *
  • scipy *
  • setuptools *
  • tueplots ==0.0.7
tests/requirements.txt pypi
  • black * test
  • check-manifest * test
  • coverage * test
  • flake8 * test
  • mypy * test
  • pytest * test
  • pytest-cov * test
  • pytest-flake8 * test