poincare_embeddings
NumPy implementation of Poincaré Embeddings for Learning Hierarchical Representations (Facebook Research).
Link to paper
Link to blog
poincare.py contains the crude implementation, poincare_adam.py contains my experiments with adam.
Sample results:
Without adam, three levels deep:
Initial
Epoch 1
Epoch 181
With adam, three levels deep:
Initial
Epoch 1
Epoch 181
Without adam, four levels deep:
Initial
Epoch 1
Epoch 181
With adam, four levels deep:
Initial
Epoch 1
Epoch 181
