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https://github.com/danesherbs/poincare_embedding

Poincaré Embedding

https://github.com/danesherbs/poincare_embedding

Science Score: 10.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Academic email domains
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    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (2.5%) to scientific vocabulary
Last synced: 9 months ago · JSON representation

Repository

Poincaré Embedding

Basic Info
  • Host: GitHub
  • Owner: danesherbs
  • Language: Python
  • Default Branch: master
  • Homepage:
  • Size: 367 KB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Fork of qiangsiwei/poincare_embedding
Created over 7 years ago · Last pushed over 7 years ago

https://github.com/danesherbs/poincare_embedding/blob/master/ 

Poincar Embeddings for Learning Hierarchical Representations

This is the NumPy and PyTorch implementation. 
[Link to paper](https://arxiv.org/pdf/1705.08039.pdf)

The difference of results between implementations is due to the different sampling methods.

Results:

NumPy implementation

![https://github.com/qiangsiwei/poincare_embedding/blob/master/data/mammal_numpy.png](https://github.com/qiangsiwei/poincare_embedding/blob/master/data/mammal_numpy.png)

PyTorch implementation

![https://github.com/qiangsiwei/poincare_embedding/blob/master/data/mammal_torch.png](https://github.com/qiangsiwei/poincare_embedding/blob/master/data/mammal_torch.png)

TensorFlow implementation

![https://github.com/qiangsiwei/poincare_embedding/blob/master/data/mammal_tensor.png](https://github.com/qiangsiwei/poincare_embedding/blob/master/data/mammal_tensor.png)

Owner

  • Name: Dane
  • Login: danesherbs
  • Kind: user
  • Location: Melbourne, Australia

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