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qiangsiwei / poincare_embedding

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Poincaré Embedding

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Poincaré Embeddings for Learning Hierarchical Representations

This is the NumPy and PyTorch implementation. Link to paper

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

PyTorch implementation

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

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