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Title: HGNNP — DHG 0.9.5 documentation

Generator: Docutils 0.17.1: http://docutils.sourceforge.net/

readthedocs-project-slug	deephypergraph
readthedocs-version-slug	latest
readthedocs-resolver-filename	/generated/dhg.models.HGNNP.html
readthedocs-http-status	200

Links:

	https://deephypergraph.readthedocs.io/en/latest/index.html
Installation	https://deephypergraph.readthedocs.io/en/latest/start/install.html
Structures in DHG	https://deephypergraph.readthedocs.io/en/latest/start/structure.html
Introduction	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#introduction
Applications	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#applications
Two Core Operations	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#two-core-operations
The Spectral-Based Operations	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#the-spectral-based-operations
The Spatial-Based Operations	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#the-spatial-based-operations
What Can be Done with the Two Operations?	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#what-can-be-done-with-the-two-operations
Add Early Self-loop and Late Self-Loop	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#add-early-self-loop-and-late-self-loop
Message Passing with Early Self-Loop	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#message-passing-with-early-self-loop
Message Passing with Late Self-Loop	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#message-passing-with-late-self-loop
Fuse Features Learned from the Spectral and Spatial Domain	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#fuse-features-learned-from-the-spectral-and-spatial-domain
Fuse Features Learned from different Structures	https://deephypergraph.readthedocs.io/en/latest/start/structure.html#fuse-features-learned-from-different-structures
Learning on Low-Order Structures	https://deephypergraph.readthedocs.io/en/latest/start/low_order/index.html
Learning on Graph	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html
Definition	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#definition
Construction	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#construction
Spectral-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#spectral-based-learning
Smoothing with GCN’s Laplacian	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#smoothing-with-gcn-s-laplacian
Smoothing with Symmetrically Normalized Laplacian	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#smoothing-with-symmetrically-normalized-laplacian
Smoothing with Left (random-walk) Normalized Laplacian	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#smoothing-with-left-random-walk-normalized-laplacian
Spatial-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#spatial-based-learning
Message Propagation from Vertex to Vertex	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#message-propagation-from-vertex-to-vertex
Message Propagation from Vertex to Vertex with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/low_order/graph.html#message-propagation-from-vertex-to-vertex-with-different-edge-weights
Learning on Directed Graph	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html
Definition	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#definition
Construction	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#construction
Spectral-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#spectral-based-learning
Spatial-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#spatial-based-learning
Message Propagation from Source Vertex to Target Vertex	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#message-propagation-from-source-vertex-to-target-vertex
Message Propagation from Source Vertex to Target Vertex with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#message-propagation-from-source-vertex-to-target-vertex-with-different-edge-weights
Message Propagation from Target Vertex to Source Vertex	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#message-propagation-from-target-vertex-to-source-vertex
Message Propagation from Target Vertex to Source Vertex with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/low_order/directed_graph.html#message-propagation-from-target-vertex-to-source-vertex-with-different-edge-weights
Learning on Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html
Definition	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#definition
Construction	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#construction
Spectral-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#spectral-based-learning
Smoothing with GCN’s Laplacian	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#smoothing-with-gcn-s-laplacian
Spatial-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#spatial-based-learning
Message Propagation from Vertices in Set \(U\) to Vertices in Set \(V\)	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#message-propagation-from-vertices-in-set-u-to-vertices-in-set-v
Message Propagation from Vertices in Set \(U\) to Vertices in Set \(V\) with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#message-propagation-from-vertices-in-set-u-to-vertices-in-set-v-with-different-edge-weights
Message Propagation from Vertices in Set \(V\) to Vertices in Set \(U\)	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#message-propagation-from-vertices-in-set-v-to-vertices-in-set-u
Message Propagation from Vertices in Set \(V\) to Vertices in Set \(U\) with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/low_order/bipartite_graph.html#message-propagation-from-vertices-in-set-v-to-vertices-in-set-u-with-different-edge-weights
Learning on High-Oder Structures	https://deephypergraph.readthedocs.io/en/latest/start/high_order/index.html
Learning on Hypergraph	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html
Definition	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#definition
Construction	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#construction
Spectral-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#spectral-based-learning
Smoothing with HGNN’s Laplacian	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#smoothing-with-hgnn-s-laplacian
Spatial-Based Learning	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#spatial-based-learning
Message Propagation from Vertex to Hyperedge	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#message-propagation-from-vertex-to-hyperedge
Message Propagation from Vertex to Hyperedge with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#message-propagation-from-vertex-to-hyperedge-with-different-edge-weights
Message Propagation from Hyperedge to Vertex	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#message-propagation-from-hyperedge-to-vertex
Message Propagation from Hyperedge to Vertex with different Edge Weights	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#message-propagation-from-hyperedge-to-vertex-with-different-edge-weights
Message Propagation from Vertex Set to Vertex Set	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#message-propagation-from-vertex-set-to-vertex-set
Message Propagation from Vertex Set to Vertex Set with different Edge Weights in Two Stages	https://deephypergraph.readthedocs.io/en/latest/start/high_order/hypergraph.html#message-propagation-from-vertex-set-to-vertex-set-with-different-edge-weights-in-two-stages
Contribute to DHG	https://deephypergraph.readthedocs.io/en/latest/start/contribution.html
Coding Style	https://deephypergraph.readthedocs.io/en/latest/start/contribution.html#coding-style
Testing	https://deephypergraph.readthedocs.io/en/latest/start/contribution.html#testing
Building Documentation	https://deephypergraph.readthedocs.io/en/latest/start/contribution.html#building-documentation
Vertex Classification	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/index.html
On Graph	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html
Models	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#models
Dataset	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#dataset
Results	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#results
GCN on Cora	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#gcn-on-cora
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#import-libraries
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#define-functions
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#main
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#outputs
GAT on Cora	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#gat-on-cora
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id1
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id2
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id3
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id4
HGNN on Cora	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#hgnn-on-cora
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id5
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id6
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id7
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id8
HGNN+ on Cora	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id9
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id10
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id11
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id12
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/graph.html#id13
On Hypergraph	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html
Models	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#models
Dataset	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#dataset
Results	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#results
GCN on Cooking200	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#gcn-on-cooking200
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#import-libraries
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#define-functions
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#main
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#outputs
HGNN on Cooking200	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#hgnn-on-cooking200
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id1
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id2
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id3
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id4
HGNN+ on Cooking200	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id5
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id6
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id7
Main	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id8
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/hypergraph.html#id9
User-Item Recommender	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html
Models	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#models
Dataset	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#dataset
Results	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#results
NGCF on Gowalla	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#ngcf-on-gowalla
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#import-libraries
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#define-functions
Main	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#main
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#outputs
LightGCN on Gowalla	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#lightgcn-on-gowalla
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#id1
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#id2
Main	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#id3
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/recommender.html#id4
Auto Hyper-parameters Tuning	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/index.html
GCN on Cora	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/gcn_on_cora.html
Configuration	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/gcn_on_cora.html#configuration
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/gcn_on_cora.html#import-libraries
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/gcn_on_cora.html#define-functions
Main	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/gcn_on_cora.html#main
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/gcn_on_cora.html#outputs
HGNN+ on Cooking200	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/hgnnp_on_cooking200.html
Configuration	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/hgnnp_on_cooking200.html#configuration
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/hgnnp_on_cooking200.html#import-libraries
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/hgnnp_on_cooking200.html#define-functions
Main	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/hgnnp_on_cooking200.html#main
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/hgnnp_on_cooking200.html#outputs
LightGCN on Gowalla	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/lightgcn_on_gowalla.html
Configuration	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/lightgcn_on_gowalla.html#configuration
Import Libraries	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/lightgcn_on_gowalla.html#import-libraries
Define Functions	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/lightgcn_on_gowalla.html#define-functions
Main	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/lightgcn_on_gowalla.html#main
Outputs	https://deephypergraph.readthedocs.io/en/latest/examples/auto_ml/lightgcn_on_gowalla.html#outputs
Overview	https://deephypergraph.readthedocs.io/en/latest/tutorial/overview.html
Preparations	https://deephypergraph.readthedocs.io/en/latest/tutorial/overview.html#preparations
Training and Evaluation	https://deephypergraph.readthedocs.io/en/latest/tutorial/overview.html#training-and-evaluation
Others	https://deephypergraph.readthedocs.io/en/latest/tutorial/overview.html#others
Building Structure	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html
Low-Order Structures	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#low-order-structures
Building Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#building-graph
Common Methods	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#common-methods
Reduced from High-Order Structures	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#reduced-from-high-order-structures
Building Directed Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#building-directed-graph
Common Methods	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#id2
Reduced from High-Order Structures	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#id3
Building Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#building-bipartite-graph
Common Methods	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#id4
Reduced from High-Order Structures	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#id5
High-Order Structures	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#high-order-structures
Building Hypergraph	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#building-hypergraph
Common Methods	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#id6
Prometed from Low-Order Structures	https://deephypergraph.readthedocs.io/en/latest/tutorial/structure.html#prometed-from-low-order-structures
Building Dataset	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html
Basic Usages	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html#basic-usages
Architechture	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html#architechture
Building Your Own Dataset	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html#building-your-own-dataset
Example of Graph Dataset:	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html#example-of-graph-dataset
Example of Hypergraph Dataset	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html#example-of-hypergraph-dataset
Example of User-Item Bipartite Dataset	https://deephypergraph.readthedocs.io/en/latest/tutorial/dataset.html#example-of-user-item-bipartite-dataset
Building Model	https://deephypergraph.readthedocs.io/en/latest/tutorial/model.html
Building Spectral-based Model	https://deephypergraph.readthedocs.io/en/latest/tutorial/model.html#building-spectral-based-model
Building Spatial-based Model	https://deephypergraph.readthedocs.io/en/latest/tutorial/model.html#building-spatial-based-model
Building Hybrid Operation Model	https://deephypergraph.readthedocs.io/en/latest/tutorial/model.html#building-hybrid-operation-model
Building Hybrid Structure Model	https://deephypergraph.readthedocs.io/en/latest/tutorial/model.html#building-hybrid-structure-model
Building Evaluator	https://deephypergraph.readthedocs.io/en/latest/tutorial/metric.html
Initialization	https://deephypergraph.readthedocs.io/en/latest/tutorial/metric.html#initialization
Epoch Evaluation	https://deephypergraph.readthedocs.io/en/latest/tutorial/metric.html#epoch-evaluation
Add Batches Then Do Epoch Evaluation	https://deephypergraph.readthedocs.io/en/latest/tutorial/metric.html#add-batches-then-do-epoch-evaluation
Training Model	https://deephypergraph.readthedocs.io/en/latest/tutorial/train.html
Training without Batch Data	https://deephypergraph.readthedocs.io/en/latest/tutorial/train.html#training-without-batch-data
Training with Batch Data	https://deephypergraph.readthedocs.io/en/latest/tutorial/train.html#training-with-batch-data
Training with Auto ML	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html
Builder Functions for Auto-ML	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#builder-functions-for-auto-ml
Defining the Structure Builder	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#defining-the-structure-builder
Defining the Model Builder	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#defining-the-model-builder
Defining the Train Builder	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#defining-the-train-builder
Task Class for Auto-ML	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#task-class-for-auto-ml
Auto-ML for Vertex Classification Task	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#auto-ml-for-vertex-classification-task
On Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#on-graph
On Hypergraph	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#on-hypergraph
Auto-ML for Item Recommender Task	https://deephypergraph.readthedocs.io/en/latest/tutorial/auto_ml.html#auto-ml-for-item-recommender-task
Structure Generation	https://deephypergraph.readthedocs.io/en/latest/tutorial/random.html
Random Graph Generation	https://deephypergraph.readthedocs.io/en/latest/tutorial/random.html#random-graph-generation
Random Directed Graph Generation	https://deephypergraph.readthedocs.io/en/latest/tutorial/random.html#random-directed-graph-generation
Random Bipartite Graph Generation	https://deephypergraph.readthedocs.io/en/latest/tutorial/random.html#random-bipartite-graph-generation
Random Hypergraph Generation	https://deephypergraph.readthedocs.io/en/latest/tutorial/random.html#random-hypergraph-generation
Structure Visualization	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html
Basic Usages	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#basic-usages
Visualization of Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#visualization-of-graph
Visualization of Directed Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#visualization-of-directed-graph
Visualization of Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#visualization-of-bipartite-graph
Visualization of Hypergraph	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#visualization-of-hypergraph
Advanced Usages	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#advanced-usages
Customize Labels	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#customize-labels
Customize Colors	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#customize-colors
Customize Sizes	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#customize-sizes
Customize Layout	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html#customize-layout
Feature Visualization	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html
Basic Usages	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#basic-usages
Visualization of Features in Euclidean Space	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#visualization-of-features-in-euclidean-space
Visualization of Features in Poincare Space	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#visualization-of-features-in-poincare-space
Make Animation	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#make-animation
Rotating Visualization of Features in Euclidean Space	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#rotating-visualization-of-features-in-euclidean-space
Rotating Visualization of Features in Poincare Space	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#rotating-visualization-of-features-in-poincare-space
Mathematical Principles of Hyperbolic Space	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_feature.html#mathematical-principles-of-hyperbolic-space
DHG简介	https://deephypergraph.readthedocs.io/en/latest/zh/overview.html
上手指南	https://deephypergraph.readthedocs.io/en/latest/zh/start/index.html
安装	https://deephypergraph.readthedocs.io/en/latest/zh/start/install.html
DHG内的关联结构	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html
简介	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id3
应用场景	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id4
两个核心操作	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id5
基于谱域的操作	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id6
基于空域的操作	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id7
基于两种操作可以实现什么?	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id8
增加先自环以及后自环	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id9
融合从谱域和空域中学习到的特征	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id12
融合从不同关联结构中学习到的特征	https://deephypergraph.readthedocs.io/en/latest/zh/start/structure.html#id13
低阶关联结构上的表示学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/index.html
图上的表示学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/graph.html
定义	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/graph.html#id4
结构构建	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/graph.html#id8
基于谱域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/graph.html#id9
基于空域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/graph.html#id12
有向图上的表示学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/directed_graph.html
定义	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/directed_graph.html#id4
结构构建	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/directed_graph.html#id8
基于谱域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/directed_graph.html#id9
基于空域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/directed_graph.html#id10
二分图上的表示学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/bipartite_graph.html
定义	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/bipartite_graph.html#id4
结构构建	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/bipartite_graph.html#id6
基于谱域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/bipartite_graph.html#id7
基于空域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/low_order/bipartite_graph.html#id8
高阶关联结构上的表示学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/high_order/index.html
超图上的表示学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/high_order/hypergraph.html
定义	https://deephypergraph.readthedocs.io/en/latest/zh/start/high_order/hypergraph.html#id4
结构构建	https://deephypergraph.readthedocs.io/en/latest/zh/start/high_order/hypergraph.html#id7
基于谱域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/high_order/hypergraph.html#id8
基于空域的学习	https://deephypergraph.readthedocs.io/en/latest/zh/start/high_order/hypergraph.html#id9
如何加入DHG贡献团队	https://deephypergraph.readthedocs.io/en/latest/zh/start/contribution.html
编程风格	https://deephypergraph.readthedocs.io/en/latest/zh/start/contribution.html#id3
代码测试	https://deephypergraph.readthedocs.io/en/latest/zh/start/contribution.html#id4
构建文档	https://deephypergraph.readthedocs.io/en/latest/zh/start/contribution.html#id5
代码样例	https://deephypergraph.readthedocs.io/en/latest/zh/examples/index.html
节点分类	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/index.html
图	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html
模型	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#id4
数据集	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#id5
结果汇总	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#id7
Cora上使用GCN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#coragcn
Cora上使用GAT	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#coragat
Cora上使用HGNN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#corahgnn
Cora上使用HGNN+	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/graph.html#id20
超图	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html
模型	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html#id4
数据集	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html#id5
结果汇总	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html#id6
Cooking200上使用GCN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html#cooking200gcn
Cooking200上使用HGNN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html#cooking200hgnn
Cooking200上使用HGNN+	https://deephypergraph.readthedocs.io/en/latest/zh/examples/vertex_cls/hypergraph.html#id15
<用户-物品>二分图上的推荐	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html
模型	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id4
数据集	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id5
结果汇总	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id7
在Gowalla上使用NGCF	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#gowallangcf
导入依赖包	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id8
定义函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id9
主函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id10
输出	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id11
在Gowalla上使用LightGCN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#gowallalightgcn
导入依赖包	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id12
定义函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id13
主函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id14
输出	https://deephypergraph.readthedocs.io/en/latest/zh/examples/recommender.html#id15
自动化超参调优	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/index.html
在Cora上使用GCN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/gcn_on_cora.html
配置	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/gcn_on_cora.html#id3
导入依赖包	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/gcn_on_cora.html#id4
定义函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/gcn_on_cora.html#id5
主函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/gcn_on_cora.html#id6
输出	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/gcn_on_cora.html#id7
在Cooking200上使用HGNN+	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/hgnnp_on_cooking200.html
配置	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/hgnnp_on_cooking200.html#id3
导入依赖包	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/hgnnp_on_cooking200.html#id4
定义函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/hgnnp_on_cooking200.html#id5
主函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/hgnnp_on_cooking200.html#id6
输出	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/hgnnp_on_cooking200.html#id7
在Gowalla上使用LightGCN	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/lightgcn_on_gowalla.html
配置	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/lightgcn_on_gowalla.html#id3
导入依赖包	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/lightgcn_on_gowalla.html#id4
定义函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/lightgcn_on_gowalla.html#id5
主函数	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/lightgcn_on_gowalla.html#id6
输出	https://deephypergraph.readthedocs.io/en/latest/zh/examples/auto_ml/lightgcn_on_gowalla.html#id7
相关教程	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/index.html
总览	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/overview.html
准备工作	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/overview.html#id2
训练和评测	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/overview.html#id3
其他	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/overview.html#id4
构建关联结构	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html
构建低阶关联结构	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html#id4
构建图	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html#zh-build-graph
构建有向图	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html#zh-build-directed-graph
构建二分图	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html#zh-build-bipartite-graph
构建高阶关联结构	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html#id18
构建超图	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/structure.html#zh-build-hypergraph
构建输入数据	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html
使用方法	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html#id4
模块架构设计	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html#id5
建立自己的数据集	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html#id6
图数据集示例	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html#id7
超图数据集示例	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html#id8
<用户-物品>二分图示例	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/dataset.html#id9
构建模型	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/model.html
构建基于谱域的模型	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/model.html#zh-build-spectral-based-model
构建基于空域的模型	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/model.html#zh-build-spatial-based-model
构建混合操作模型	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/model.html#zh-build-hybrid-operation-model
构建混合关联结构模型	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/model.html#zh-build-hybrid-structure-model
构建指标评测器	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/metric.html
初始化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/metric.html#id4
整轮评测	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/metric.html#zh-tutorial-evaluation-ee
添加批数据后整轮评测	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/metric.html#zh-tutorial-evaluation-abe
训练模型	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/train.html
没有批数据的模型的训练	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/train.html#zh-turorial-training-without-batch-data
有批数据的模型的训练	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/train.html#zh-tutorial-training-with-batch-data
自动化超参调优	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html
自动调优的构造函数	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#id5
定义结构调优构造函数	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#zh-tutorial-structure-builder
定义模型调优构造函数	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#zh-tutorial-model-builder
定义训练调优构造函数	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#zh-tutorial-train-builder
自动化调优的任务类	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#id9
自动化节点分类任务	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#id10
自动化图节点分类任务	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#id11
自动化超图节点分类任务	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#id12
自动化物品推荐任务	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/auto_ml.html#id13
随机结构生成	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/random.html
随机图生成	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/random.html#id4
随机有向图生成	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/random.html#id5
随机二分图生成	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/random.html#id6
随机超图生成	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/random.html#id7
关联结构可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html
基本用法	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id3
图的可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id4
有向图的可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id5
二分图的可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id6
超图的可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id7
高级用法	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id8
自定义标签	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id9
自定义颜色	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id10
自定义大小	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id11
自定义布局	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_structure.html#id12
特征可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html
基本用法	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id3
在欧几里得空间中进行特征可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id4
在庞加莱空间中进行特征可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id5
制作动画	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id6
欧几里得空间中特征的旋转可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id7
庞加莱空间中特征的旋转可视化	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id8
双曲空间的数学原理	https://deephypergraph.readthedocs.io/en/latest/zh/tutorial/vis_feature.html#id9
dhg	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html
Load Structure	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#load-structure
Low-Order Structures	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#low-order-structures
Base Class	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#base-class
Graph	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#graph
Directed Graph	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#directed-graph
Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#bipartite-graph
High-Order Structures	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#high-order-structures
Base Class	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#id8
Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/dhg.html#hypergraph
dhg.nn	https://deephypergraph.readthedocs.io/en/latest/api/nn.html
Common Layers	https://deephypergraph.readthedocs.io/en/latest/api/nn.html#common-layers
MLP	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.MLP.html
MultiHeadWrapper	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.MultiHeadWrapper.html
Discriminator	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.Discriminator.html
Layers on Graph	https://deephypergraph.readthedocs.io/en/latest/api/nn.html#layers-on-graph
GCNConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.GCNConv.html
GraphSAGEConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.GraphSAGEConv.html
GATConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.GATConv.html
GINConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.GINConv.html
Layers on Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/nn.html#layers-on-hypergraph
HGNNConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.HGNNConv.html
HGNNPConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.HGNNPConv.html
JHConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.JHConv.html
HyperGCNConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.HyperGCNConv.html
HNHNConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.HNHNConv.html
UniGCNConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.UniGCNConv.html
UniGATConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.UniGATConv.html
UniSAGEConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.UniSAGEConv.html
UniGINConv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.UniGINConv.html
Loss Functions	https://deephypergraph.readthedocs.io/en/latest/api/nn.html#loss-functions
BPRLoss	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.BPRLoss.html
Regularizations	https://deephypergraph.readthedocs.io/en/latest/api/nn.html#regularizations
EmbeddingRegularization	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.nn.EmbeddingRegularization.html
dhg.models	https://deephypergraph.readthedocs.io/en/latest/api/models.html
Models on Graph	https://deephypergraph.readthedocs.io/en/latest/api/models.html#models-on-graph
GCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GCN.html
GraphSAGE	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GraphSAGE.html
GAT	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GAT.html
GIN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GIN.html
Models on Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/api/models.html#models-on-bipartite-graph
NGCF	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.NGCF.html
LightGCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.LightGCN.html
BGNN_Adv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.BGNN_Adv.html
BGNN_MLP	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.BGNN_MLP.html
Models on Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/models.html#models-on-hypergraph
HGNN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNN.html
HGNNP	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNNP.html
HyperGCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HyperGCN.html
DHCF	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.DHCF.html
HNHN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HNHN.html
UniGCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniGCN.html
UniGAT	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniGAT.html
UniSAGE	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniSAGE.html
UniGIN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniGIN.html
dhg.data	https://deephypergraph.readthedocs.io/en/latest/api/data.html
Base Class	https://deephypergraph.readthedocs.io/en/latest/api/data.html#base-class
Graph Datasets	https://deephypergraph.readthedocs.io/en/latest/api/data.html#graph-datasets
Cora	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Cora.html
Pubmed	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Pubmed.html
Citeseer	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Citeseer.html
BlogCatalog	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.BlogCatalog.html
Flickr	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Flickr.html
Github	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Github.html
Facebook	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Facebook.html
Bipartite Graph Datasets	https://deephypergraph.readthedocs.io/en/latest/api/data.html#bipartite-graph-datasets
MovieLens1M	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.MovieLens1M.html
AmazonBook	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.AmazonBook.html
Yelp2018	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Yelp2018.html
Gowalla	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Gowalla.html
TencentBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.TencentBiGraph.html
CoraBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CoraBiGraph.html
PubmedBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.PubmedBiGraph.html
CiteseerBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CiteseerBiGraph.html
Hypergraph Datasets	https://deephypergraph.readthedocs.io/en/latest/api/data.html#hypergraph-datasets
Cooking200	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Cooking200.html
CoauthorshipCora	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CoauthorshipCora.html
CoauthorshipDBLP	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CoauthorshipDBLP.html
CocitationCora	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CocitationCora.html
CocitationCiteseer	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CocitationCiteseer.html
CocitationPubmed	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CocitationPubmed.html
YelpRestaurant	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.YelpRestaurant.html
WalmartTrips	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.WalmartTrips.html
HouseCommittees	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.HouseCommittees.html
News20	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.News20.html
DBLP4k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.DBLP4k.html
DBLP8k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.DBLP8k.html
IMDB4k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.IMDB4k.html
Recipe100k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Recipe100k.html
Recipe200k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Recipe200k.html
Yelp3k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Yelp3k.html
Tencent2k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Tencent2k.html
dhg.datapipe	https://deephypergraph.readthedocs.io/en/latest/api/datapipe.html
Compose Datapipes	https://deephypergraph.readthedocs.io/en/latest/api/datapipe.html#compose-datapipes
Transforms	https://deephypergraph.readthedocs.io/en/latest/api/datapipe.html#transforms
Loaders	https://deephypergraph.readthedocs.io/en/latest/api/datapipe.html#loaders
dhg.metrics	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html
Basic Metrics	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#basic-metrics
Classification	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#classification
Recommender	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#recommender
Retrieval	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#retrieval
Evaluators for Different Tasks	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#evaluators-for-different-tasks
Base Class	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#base-class
Vertex Classification Task	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#vertex-classification-task
On Graph	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#on-graph
On Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#on-hypergraph
Recommender Task	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#recommender-task
On User-Item Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#on-user-item-bipartite-graph
Retrieval Task	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#retrieval-task
dhg.experiments	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html
Base Class	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html#base-class
Vertex Classification Task	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html#vertex-classification-task
On Graph	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html#on-graph
On Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html#on-hypergraph
Recommender Task	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html#recommender-task
On User-Item Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html#on-user-item-bipartite-graph
dhg.visualization	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html
Structure Visualization	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#structure-visualization
Graph	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#graph
Directed Graph	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#directed-graph
Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#bipartite-graph
Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#hypergraph
Feature Visualization	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#feature-visualization
Feature Visualization in Euclidean Space	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#feature-visualization-in-euclidean-space
Feature Visualization in Poincare Ball	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#feature-visualization-in-poincare-ball
Make Animations	https://deephypergraph.readthedocs.io/en/latest/api/visualization.html#make-animations
dhg.random	https://deephypergraph.readthedocs.io/en/latest/api/random.html
Random Seed	https://deephypergraph.readthedocs.io/en/latest/api/random.html#random-seed
Generating Features	https://deephypergraph.readthedocs.io/en/latest/api/random.html#generating-features
Generating Graph	https://deephypergraph.readthedocs.io/en/latest/api/random.html#generating-graph
Generating Directed Graph	https://deephypergraph.readthedocs.io/en/latest/api/random.html#generating-directed-graph
Generating Bipartite Graph	https://deephypergraph.readthedocs.io/en/latest/api/random.html#generating-bipartite-graph
Generating Hypergraph	https://deephypergraph.readthedocs.io/en/latest/api/random.html#generating-hypergraph
dhg.utils	https://deephypergraph.readthedocs.io/en/latest/api/utils.html
Structure Helpers	https://deephypergraph.readthedocs.io/en/latest/api/utils.html#structure-helpers
Sparse Operations	https://deephypergraph.readthedocs.io/en/latest/api/utils.html#sparse-operations
Dataset Splitting	https://deephypergraph.readthedocs.io/en/latest/api/utils.html#dataset-splitting
Dataset Wrapers	https://deephypergraph.readthedocs.io/en/latest/api/utils.html#dataset-wrapers
Log Helpers	https://deephypergraph.readthedocs.io/en/latest/api/utils.html#log-helpers
Download Helpers	https://deephypergraph.readthedocs.io/en/latest/api/utils.html#download-helpers
DHG	https://deephypergraph.readthedocs.io/en/latest/index.html
	https://deephypergraph.readthedocs.io/en/latest/index.html
dhg.models	https://deephypergraph.readthedocs.io/en/latest/api/models.html
Edit on GitHub	https://github.com/iMoonLab/DeepHypergraph/blob/main/docs/source/generated/dhg.models.HGNNP.rst
	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNNP.html#hgnnp
[source]	https://deephypergraph.readthedocs.io/en/latest/_modules/dhg/models/hypergraphs/hgnnp.html#HGNNP
	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNNP.html#dhg.models.HGNNP
HGNN+: General Hypergraph Neural Networks	https://ieeexplore.ieee.org/document/9795251
[source]	https://deephypergraph.readthedocs.io/en/latest/_modules/dhg/models/hypergraphs/hgnnp.html#HGNNP.forward
	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNNP.html#dhg.models.HGNNP.forward
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Sphinx	https://www.sphinx-doc.org/
theme	https://github.com/readthedocs/sphinx_rtd_theme
Read the Docs	https://readthedocs.org

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