├── .gitignore ├── Hypformer ├── README.md ├── __init__.py ├── hypformer.py ├── main.py ├── manifolds │ ├── __init__.py │ ├── hyp_layer.py │ ├── layer.py │ ├── lorentz.py │ ├── lorentz_math.py │ └── utils.py └── requirement.txt ├── LICENSE ├── README.md ├── attention.ipynb ├── data ├── 20news │ └── 20news.pkl ├── OGB │ └── data ├── Planetoid │ ├── citeseer │ │ └── raw │ │ │ ├── ind.citeseer.allx │ │ │ ├── ind.citeseer.ally │ │ │ ├── ind.citeseer.graph │ │ │ ├── ind.citeseer.test.index │ │ │ ├── ind.citeseer.tx │ │ │ ├── ind.citeseer.ty │ │ │ ├── ind.citeseer.x │ │ │ └── ind.citeseer.y │ ├── cora │ │ └── raw │ │ │ ├── ind.cora.allx │ │ │ ├── ind.cora.ally │ │ │ ├── ind.cora.graph │ │ │ ├── ind.cora.test.index │ │ │ ├── ind.cora.tx │ │ │ ├── ind.cora.ty │ │ │ ├── ind.cora.x │ │ │ └── ind.cora.y │ └── pubmed │ │ └── raw │ │ ├── ind.pubmed.allx │ │ ├── ind.pubmed.ally │ │ ├── ind.pubmed.graph │ │ ├── ind.pubmed.test.index │ │ ├── ind.pubmed.tx │ │ ├── ind.pubmed.ty │ │ ├── ind.pubmed.x │ │ └── ind.pubmed.y ├── hgcn_data │ ├── airport │ │ ├── airport.p │ │ ├── airport_alldata.p │ │ └── routes.dat │ └── disease_nc │ │ ├── disease_nc.edges.csv │ │ ├── disease_nc.feats.npz │ │ └── disease_nc.labels.npy └── mini_imagenet │ └── mini_imagenet.pkl ├── figures └── framework.jpg ├── large ├── data_utils.py ├── dataset.py ├── eval.py ├── examples │ ├── 5-runs │ │ ├── run_amazon2M.sh │ │ ├── run_arxiv.sh │ │ └── run_protein.sh │ ├── amazon2M.sh │ ├── arxiv.sh │ └── protein.sh ├── gnns.py ├── hypformer.py ├── load_data.py ├── logger.py ├── main-batch.py ├── main.py ├── manifolds │ ├── __init__.py │ ├── layer.py │ ├── lorentz.py │ ├── lorentz_math.py │ └── utils.py └── parse.py ├── medium ├── data_utils.py ├── dataset.py ├── examples │ ├── 5-runs │ │ ├── 20news │ │ │ └── run_20news_0graph.sh │ │ ├── mini │ │ │ └── run_mini_0graph.sh │ │ ├── run_airport.sh │ │ ├── run_citeseer.sh │ │ ├── run_cora.sh │ │ └── run_pubmed.sh │ ├── airport.sh │ ├── citeseer.sh │ ├── cora.sh │ └── pubmed.sh 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