Tutorials#
Topological Neural Nets on Cellular Complexes#
Topological Neural Nets on Hypergraphs#
![](../_thumbnails/hypergraph/allset_train.png)
Train an All-Set TNN
![](../_thumbnails/hypergraph/allset_transformer_train.png)
Train an All-Set-Transformer TNN
![](../_thumbnails/hypergraph/dhgcn_train.png)
Train a DHGCN TNN
![](../_thumbnails/hypergraph/hmpnn_train.png)
Train a Hypergraph Message Passing Neural Network (HMPNN)
![](../_thumbnails/hypergraph/hnhn_train.png)
Train a Hypergraph Networks with Hyperedge Neurons (HNHN)
![](../_thumbnails/hypergraph/hypergat_train.png)
Train a Hypergraph Neural Network
![](../_thumbnails/hypergraph/hypersage_train.png)
Train a Hypersage TNN
![](../_thumbnails/hypergraph/unigcn_train.png)
Train a UNIGCN TNN
![](../_thumbnails/hypergraph/unigcnii_train.png)
Train a hypergraph neural network using UniGCNII layers
![](../_thumbnails/hypergraph/unigin_train.png)
Train a UNIGIN TNN
![](../_thumbnails/hypergraph/unisage_train.png)
Train a Uni-sage TNN
Topological Neural Nets on Simplicial Complexes#
![](../_thumbnails/simplicial/dist2cycle_train.png)
Train a Simplicial Neural Network for Homology Localization (Dist2Cycle)
![](../_thumbnails/simplicial/hsn_train.png)
Train a Simplicial High-Skip Network (HSN)
![](../_thumbnails/simplicial/san_train.png)
Train a Simplicial Attention Network (SAN)
![](../_thumbnails/simplicial/sca_cmps_train.png)
Train a Simplicial Complex Autoencoder (SCA) with Coadjacency Message Passing Scheme (CMPS)
![](../_thumbnails/simplicial/sccn_train.png)
Train a Simplicial Complex Convolutional Network (SCCN)
![](../_thumbnails/simplicial/sccnn_train.png)
Train a SCCNN
![](../_thumbnails/simplicial/scconv_train.png)
Train a Simplicial 2-complex convolutional neural network (SCConv)
![](../_thumbnails/simplicial/scn2_train.png)
Train a Simplex Convolutional Network (SCN) of Rank 2
![](../_thumbnails/simplicial/scnn_train.png)
Train a Simplicial Convolutional Neural Network (SCNN)
![](../_thumbnails/simplicial/scone_train.png)
Train a Simplicial Complex Net (SCoNe)