Index

A

A (DirectedData attribute), [1] (SignedData attribute), [1] absolute_degree (MSConv attribute), [1] activation (DiGCL_Encoder attribute) (MagNet_link_prediction attribute), [1] (MagNet_node_classification attribute), [1] (MSGNN_link_prediction attribute), [1] (MSGNN_node_classification attribute), [1]

add_self_loops (Conv_Base attribute) (DGCNConv attribute), [1] (SNEAConv attribute), [1] adj_lists (SDGNN attribute), [1] (SiGAT attribute), [1] aggs (SDRLayer attribute) (SiGAT attribute), [1] alpha_b (SNEAConv attribute), [1] alpha_u (SNEAConv attribute), [1]

B

batched_semi_loss() (DiGCL method), [1] bias1 (DGCN_link_prediction attribute), [1] (DGCN_node_classification attribute), [1]

bias2 (DGCN_link_prediction attribute), [1] (DGCN_node_classification attribute), [1] build_adj_lists() (SDGNN method), [1] (SiGAT method), [1]

C

cached (Conv_Base attribute) (DGCNConv attribute), [1] (DiGCNConv attribute), [1] (MagNetConv attribute), [1] (MSConv attribute), [1] cal_fast_appr() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN), [1] Chebs (MagNet_link_prediction attribute), [1] (MagNet_node_classification attribute), [1] (MSGNN_link_prediction attribute), [1] (MSGNN_node_classification attribute), [1] Citeseer (class in torch_geometric_signed_directed.data.directed.citation), [1] clear_separate_attributes() (SignedData method), [1] complex_relu() (complex_relu_layer method), [1] complex_relu_layer (class in torch_geometric_signed_directed.nn.directed.complex_relu), [1] Conv (DGCN_node_classification attribute), [1] conv (DiGCL_Encoder attribute) Conv (MagNet_node_classification attribute), [1] (MSGNN_node_classification attribute), [1]

conv1 (DiGCN_InceptionBlock attribute), [1] (DiGCN_link_prediction attribute), [1] (DiGCN_node_classification attribute), [1] (SGCN attribute), [1] (SNEA attribute), [1] conv2 (DiGCN_InceptionBlock attribute), [1] (DiGCN_link_prediction attribute), [1] (DiGCN_node_classification attribute), [1] Conv_Base (class in torch_geometric_signed_directed.nn.general.conv_base) conv_layer (DIMPA attribute), [1] conv_layer_n (SIMPA attribute), [1] conv_layer_p (SIMPA attribute), [1] conv_norm_rw() (in module torch_geometric_signed_directed.nn.general.conv_base) convs (SGCN attribute), [1] (SNEA attribute), [1] Cora_ml (class in torch_geometric_signed_directed.data.directed.citation), [1] create_spectral_features() (in module torch_geometric_signed_directed.utils.signed.create_spectral_features)

D

D_bar (Prob_Balanced_Normalized_Loss attribute), [1] dataset_name_url_dic (in module torch_geometric_signed_directed.data.signed.SDGNN_real_data) device (SDGNN attribute), [1] (SGCN attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1] DGCN_link_prediction (class in torch_geometric_signed_directed.nn.directed.DGCN_link_prediction), [1] DGCN_node_classification (class in torch_geometric_signed_directed.nn.directed.DGCN_node_classification), [1] DGCNConv (class in torch_geometric_signed_directed.nn.directed.DGCNConv), [1] dgconv (DGCN_link_prediction attribute), [1] (DGCN_node_classification attribute), [1] DiGCL (class in torch_geometric_signed_directed.nn.directed.DiGCL), [1] DiGCL_Encoder (class in torch_geometric_signed_directed.nn.directed.DiGCL) DiGCN_Inception_Block_link_prediction (class in torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_link_prediction), [1] DiGCN_Inception_Block_node_classification (class in torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_node_classification), [1] DiGCN_InceptionBlock (class in torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block), [1] DiGCN_link_prediction (class in torch_geometric_signed_directed.nn.directed.DiGCN_link_prediction), [1] DiGCN_node_classification (class in torch_geometric_signed_directed.nn.directed.DiGCN_node_classification), [1] DiGCNConv (class in torch_geometric_signed_directed.nn.directed.DiGCNConv), [1] DIGRAC_node_clustering (class in torch_geometric_signed_directed.nn.directed.DIGRAC_node_clustering), [1] DIGRAC_real_data (class in torch_geometric_signed_directed.data.directed.DIGRAC_real_data) DIMPA (class in torch_geometric_signed_directed.nn.directed.DIMPA), [1]

directed_features_in_out() (in module torch_geometric_signed_directed.utils.directed.features_in_out), [1] DirectedData (class in torch_geometric_signed_directed.data.directed.DirectedData), [1] discriminate() (Link_Sign_Entropy_Loss method), [1] download() (Citeseer method), [1] (Cora_ml method), [1] (DIGRAC_real_data method) (MSGNN_real_data method) (SDGNN_real_data method) (SSSNET_real_data method) (Telegram method), [1] (WikiCS method), [1] (WikipediaNetwork method), [1] drop_feature() (in module torch_geometric_signed_directed.utils.directed.DiGCL_utils), [1] dropout (DGCN_link_prediction attribute), [1] (DGCN_node_classification attribute), [1] (DiGCN_link_prediction attribute), [1] (DiGCN_node_classification attribute), [1] (DIGRAC_node_clustering attribute), [1] (MagNet_link_prediction attribute), [1] (MagNet_node_classification attribute), [1] (MSGNN_link_prediction attribute), [1] (MSGNN_node_classification attribute), [1] DSBM() (in module torch_geometric_signed_directed.data.directed.DSBM), [1]

E

edge_index (DirectedData attribute), [1] (SignedData attribute), [1] edge_lists (SDGNN attribute), [1] (SDRLayer attribute) (SiGAT attribute), [1]

edge_weight (DirectedData attribute), [1] (Sign_Triangle_Loss attribute), [1] (SignedData attribute), [1] encoder (DiGCL attribute), [1] extract_network() (in module torch_geometric_signed_directed.utils.general.extract_network), [1]

F

fast_appr_power() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN) fc1 (DiGCL attribute), [1] fc2 (DiGCL attribute), [1] fill() (in module torch_geometric_signed_directed.data.signed.SSBM) fill_value (Conv_Base attribute) first_aggr (SGCNConv attribute), [1] (SNEAConv attribute), [1] forward() (complex_relu_layer method), [1] (Conv_Base method) (DGCN_link_prediction method), [1] (DGCN_node_classification method), [1] (DGCNConv method), [1] (DiGCL method), [1] (DiGCL_Encoder method) (DiGCN_Inception_Block_link_prediction method), [1] (DiGCN_Inception_Block_node_classification method), [1] (DiGCN_InceptionBlock method), [1] (DiGCN_link_prediction method), [1] (DiGCN_node_classification method), [1] (DiGCNConv method), [1] (DIGRAC_node_clustering method), [1] (DIMPA method), [1] (Link_Sign_Entropy_Loss method), [1] (Link_Sign_Product_Loss method), [1] (MagNet_link_prediction method), [1] (MagNet_node_classification method), [1] (MagNetConv method), [1] (MSConv method), [1] (MSGNN_link_prediction method), [1] (MSGNN_node_classification method), [1] (Prob_Balanced_Normalized_Loss method), [1] (Prob_Balanced_Ratio_Loss method), [1] (Prob_Imbalance_Loss method), [1] (SDGNN method), [1] (SDRLayer method) (SGCN method), [1] (SGCNConv method), [1] (SiGAT method), [1] (Sign_Direction_Loss method), [1] (Sign_Product_Entropy_Loss method), [1] (Sign_Structure_Loss method), [1] (Sign_Triangle_Loss method), [1] (SIMPA method), [1] (SNEA method), [1] (SNEAConv method), [1] (SSSNET_link_prediction method), [1] (SSSNET_node_clustering method), [1] (Unhappy_Ratio method), [1]

G

get_appr_directed_adj() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN), [1] get_features() (SDGNN method), [1] get_magnetic_Laplacian() (in module torch_geometric_signed_directed.utils.directed.get_magnetic_Laplacian), [1]

get_magnetic_signed_Laplacian() (in module torch_geometric_signed_directed.utils.general.get_magnetic_signed_Laplacian), [1] get_second_directed_adj() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN), [1] get_train_val_test_seed_split() (in module torch_geometric_signed_directed.utils.general.node_split) get_tri_features() (SiGAT method), [1]

I

ib1 (DiGCN_Inception_Block_link_prediction attribute), [1] (DiGCN_Inception_Block_node_classification attribute), [1] ib2 (DiGCN_Inception_Block_link_prediction attribute), [1] (DiGCN_Inception_Block_node_classification attribute), [1] ib3 (DiGCN_Inception_Block_link_prediction attribute), [1] (DiGCN_Inception_Block_node_classification attribute), [1] improved (DGCNConv attribute), [1] (DiGCNConv attribute), [1] in_channels (DiGCNConv attribute), [1] (MagNetConv attribute), [1] (MSConv attribute), [1] in_dim (SDGNN attribute), [1] (SGCN attribute), [1] (SGCNConv attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1] (SNEAConv attribute), [1]

in_out_degree() (in module torch_geometric_signed_directed.utils.general.in_out_degree), [1] inherit_attributes() (DirectedData method), [1] (SignedData method), [1] is_directed (DirectedData property), [1] (SignedData property), [1] is_signed (SignedData property), [1] is_weighted (DirectedData property), [1] (SignedData property), [1]

L

lamb (SGCN attribute), [1] (SNEA attribute), [1] lamb_d (SDGNN attribute), [1] lamb_t (SDGNN attribute), [1] layer_num (SDGNN attribute), [1] layers (SDGNN attribute), [1] lin (Link_Sign_Entropy_Loss attribute), [1] (Sign_Triangle_Loss attribute), [1] lin1 (DGCN_link_prediction attribute), [1] (DGCN_node_classification attribute), [1] lin2 (DGCN_link_prediction attribute), [1] (DGCN_node_classification attribute), [1] lin_b (SNEAConv attribute), [1] lin_u (SNEAConv attribute), [1] linear (DGCN_link_prediction attribute), [1] (DiGCN_Inception_Block_link_prediction attribute), [1] (DiGCN_link_prediction attribute), [1] (MagNet_link_prediction attribute), [1] (MSGNN_link_prediction attribute), [1] link_class_split() (in module torch_geometric_signed_directed.utils.general.link_split), [1]

link_sign_direction_prediction_logistic_function() (in module torch_geometric_signed_directed.utils.general.link_sign_direction_prediction_logistic_function), [1] Link_Sign_Entropy_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss), [1] link_sign_prediction_logistic_function() (in module torch_geometric_signed_directed.utils.signed.link_sign_prediction_logistic_function), [1] Link_Sign_Product_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss), [1] link_split() (DirectedData method), [1] (SignedData method), [1] ln (DiGCN_InceptionBlock attribute), [1] load_directed_real_data() (in module torch_geometric_signed_directed.data.directed.load_directed_real_data) load_signed_real_data() (in module torch_geometric_signed_directed.data.signed.load_signed_real_data), [1] loss() (DiGCL method), [1] (SDGNN method), [1] (SGCN method), [1] (SiGAT method), [1] (SNEA method), [1] loss_direction (SDGNN attribute), [1] loss_sign (SDGNN attribute), [1] loss_tri (SDGNN attribute), [1] lsp_loss (SGCN attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1]

M

MagNet_link_prediction (class in torch_geometric_signed_directed.nn.directed.MagNet_link_prediction), [1] MagNet_node_classification (class in torch_geometric_signed_directed.nn.directed.MagNet_node_classification), [1] MagNetConv (class in torch_geometric_signed_directed.nn.directed.MagNetConv), [1] map_adj_to_edges() (SDGNN method), [1] (SiGAT method), [1] mat (Prob_Balanced_Normalized_Loss attribute), [1] (Prob_Balanced_Ratio_Loss attribute), [1] (Unhappy_Ratio attribute), [1] message() (Conv_Base method) (DGCNConv method), [1] (DiGCNConv method), [1] (MagNetConv method), [1] (MSConv method), [1] (SGCNConv method), [1] (SNEAConv method), [1] message_and_aggregate() (DGCNConv method), [1] (SGCNConv method), [1] meta_graph_generation() (in module torch_geometric_signed_directed.utils.directed.meta_graph_generation), [1] mlp_layer (SDRLayer attribute) (SiGAT attribute), [1] module torch_geometric_signed_directed torch_geometric_signed_directed.data torch_geometric_signed_directed.data.directed torch_geometric_signed_directed.data.directed.citation torch_geometric_signed_directed.data.directed.DIGRAC_real_data torch_geometric_signed_directed.data.directed.DirectedData torch_geometric_signed_directed.data.directed.DSBM torch_geometric_signed_directed.data.directed.load_directed_real_data torch_geometric_signed_directed.data.directed.Telegram torch_geometric_signed_directed.data.directed.WikiCS torch_geometric_signed_directed.data.directed.WikipediaNetwork torch_geometric_signed_directed.data.general torch_geometric_signed_directed.data.general.SDSBM torch_geometric_signed_directed.data.signed torch_geometric_signed_directed.data.signed.load_signed_real_data torch_geometric_signed_directed.data.signed.MSGNN_real_data torch_geometric_signed_directed.data.signed.polarized_SSBM torch_geometric_signed_directed.data.signed.SDGNN_real_data torch_geometric_signed_directed.data.signed.SignedData torch_geometric_signed_directed.data.signed.SSBM torch_geometric_signed_directed.data.signed.SSSNET_real_data torch_geometric_signed_directed.nn torch_geometric_signed_directed.nn.directed torch_geometric_signed_directed.nn.directed.complex_relu torch_geometric_signed_directed.nn.directed.DGCN_link_prediction torch_geometric_signed_directed.nn.directed.DGCN_node_classification torch_geometric_signed_directed.nn.directed.DGCNConv torch_geometric_signed_directed.nn.directed.DiGCL torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_link_prediction torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_node_classification torch_geometric_signed_directed.nn.directed.DiGCN_link_prediction torch_geometric_signed_directed.nn.directed.DiGCN_node_classification torch_geometric_signed_directed.nn.directed.DiGCNConv torch_geometric_signed_directed.nn.directed.DIGRAC_node_clustering torch_geometric_signed_directed.nn.directed.DIMPA torch_geometric_signed_directed.nn.directed.MagNet_link_prediction torch_geometric_signed_directed.nn.directed.MagNet_node_classification torch_geometric_signed_directed.nn.directed.MagNetConv torch_geometric_signed_directed.nn.general torch_geometric_signed_directed.nn.general.conv_base torch_geometric_signed_directed.nn.general.MSConv torch_geometric_signed_directed.nn.general.MSGNN torch_geometric_signed_directed.nn.signed torch_geometric_signed_directed.nn.signed.SDGNN torch_geometric_signed_directed.nn.signed.SGCN torch_geometric_signed_directed.nn.signed.SGCNConv torch_geometric_signed_directed.nn.signed.SiGAT torch_geometric_signed_directed.nn.signed.SIMPA torch_geometric_signed_directed.nn.signed.SNEA torch_geometric_signed_directed.nn.signed.SNEAConv torch_geometric_signed_directed.nn.signed.SSSNET_link_prediction torch_geometric_signed_directed.nn.signed.SSSNET_node_clustering torch_geometric_signed_directed.utils torch_geometric_signed_directed.utils.directed torch_geometric_signed_directed.utils.directed.DiGCL_utils torch_geometric_signed_directed.utils.directed.features_in_out torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN torch_geometric_signed_directed.utils.directed.get_magnetic_Laplacian torch_geometric_signed_directed.utils.directed.meta_graph_generation torch_geometric_signed_directed.utils.directed.prob_imbalance_loss torch_geometric_signed_directed.utils.general torch_geometric_signed_directed.utils.general.extract_network torch_geometric_signed_directed.utils.general.get_magnetic_signed_Laplacian torch_geometric_signed_directed.utils.general.in_out_degree torch_geometric_signed_directed.utils.general.link_sign_direction_prediction_logistic_function torch_geometric_signed_directed.utils.general.link_split torch_geometric_signed_directed.utils.general.node_split torch_geometric_signed_directed.utils.general.scipy_sparse_to_torch_sparse torch_geometric_signed_directed.utils.general.triplet_loss torch_geometric_signed_directed.utils.signed torch_geometric_signed_directed.utils.signed.create_spectral_features torch_geometric_signed_directed.utils.signed.link_sign_loss torch_geometric_signed_directed.utils.signed.link_sign_prediction_logistic_function torch_geometric_signed_directed.utils.signed.prob_balanced_normalized_loss torch_geometric_signed_directed.utils.signed.prob_balanced_ratio_loss torch_geometric_signed_directed.utils.signed.unhappy_ratio

MSConv (class in torch_geometric_signed_directed.nn.general.MSConv), [1] MSGNN_link_prediction (class in torch_geometric_signed_directed.nn.general.MSGNN), [1] MSGNN_node_classification (class in torch_geometric_signed_directed.nn.general.MSGNN), [1] MSGNN_real_data (class in torch_geometric_signed_directed.data.signed.MSGNN_real_data)

N

name (DIGRAC_real_data attribute) (MSGNN_real_data attribute) (SDGNN_real_data attribute) (SSSNET_real_data attribute) (WikipediaNetwork attribute), [1] neg_edge_index (SDGNN attribute), [1] (SGCN attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1] neg_embedding_loss() (Sign_Structure_Loss method), [1] node_class_split() (in module torch_geometric_signed_directed.utils.general.node_split), [1] node_num (SDGNN attribute), [1] (SGCN attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1]

node_split() (DirectedData method), [1] (SignedData method), [1] norm_emb (SGCNConv attribute), [1] (SNEAConv attribute), [1] normalization (MagNet_link_prediction attribute), [1] (MagNet_node_classification attribute), [1] (MagNetConv attribute), [1] (MSConv attribute), [1] (MSGNN_link_prediction attribute), [1] (MSGNN_node_classification attribute), [1] normalize (Conv_Base attribute) (DGCNConv attribute), [1] num_edges (Unhappy_Ratio attribute), [1] num_nodes (SDGNN_real_data property) (SignedData attribute), [1]

O

out_channels (DiGCNConv attribute), [1] (MagNetConv attribute), [1] (MSConv attribute), [1] out_dim (SDGNN attribute), [1] (SGCN attribute), [1] (SGCNConv attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1] (SNEAConv attribute), [1]

P

polarized_SSBM() (in module torch_geometric_signed_directed.data.signed.polarized_SSBM), [1] pos_edge_index (SDGNN attribute), [1] (SGCN attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1] pos_embedding_loss() (Sign_Structure_Loss method), [1] pred_digcl_link() (in module torch_geometric_signed_directed.utils.directed.DiGCL_utils), [1] pred_digcl_node() (in module torch_geometric_signed_directed.utils.directed.DiGCL_utils), [1] Prob_Balanced_Normalized_Loss (class in torch_geometric_signed_directed.utils.signed.prob_balanced_normalized_loss), [1] Prob_Balanced_Ratio_Loss (class in torch_geometric_signed_directed.utils.signed.prob_balanced_ratio_loss), [1] Prob_Imbalance_Loss (class in torch_geometric_signed_directed.utils.directed.prob_imbalance_loss), [1] process() (Citeseer method), [1] (Cora_ml method), [1] (DIGRAC_real_data method) (MSGNN_real_data method) (SDGNN_real_data method) (SSSNET_real_data method) (Telegram method), [1] (WikiCS method), [1] (WikipediaNetwork method), [1]

processed_dir (SDGNN_real_data property) (WikipediaNetwork property), [1] processed_file_names (Citeseer property), [1] (Cora_ml property), [1] (DIGRAC_real_data property) (MSGNN_real_data property) (SDGNN_real_data property) (SSSNET_real_data property) (Telegram property), [1] (WikiCS property), [1] (WikipediaNetwork property), [1] projection() (DiGCL method), [1]

R

raw_dir (SDGNN_real_data property) (WikipediaNetwork property), [1] raw_file_names (Citeseer property), [1] (Cora_ml property), [1] (DIGRAC_real_data property) (MSGNN_real_data property) (SDGNN_real_data property) (SSSNET_real_data property) (Telegram property), [1] (WikiCS property), [1] (WikipediaNetwork property), [1] reset_parameters() (Conv_Base method) (DGCN_link_prediction method), [1] (DGCN_node_classification method), [1] (DGCNConv method), [1] (DiGCL method), [1] (DiGCL_Encoder method) (DiGCN_Inception_Block_link_prediction method), [1] (DiGCN_Inception_Block_node_classification method), [1] (DiGCN_InceptionBlock method), [1] (DiGCN_link_prediction method), [1] (DiGCN_node_classification method), [1] (DiGCNConv method), [1] (Link_Sign_Entropy_Loss method), [1] (MagNet_link_prediction method), [1] (MagNet_node_classification method), [1] (MagNetConv method), [1] (MSConv method), [1] (MSGNN_link_prediction method), [1] (MSGNN_node_classification method), [1] (SDGNN method), [1] (SDRLayer method) (SGCN method), [1] (SGCNConv method), [1] (SiGAT method), [1] (SNEA method), [1] (SNEAConv method), [1]

root (SDGNN_real_data attribute)

S

sample_per_class() (in module torch_geometric_signed_directed.utils.general.node_split) scipy_sparse_to_torch_sparse() (in module torch_geometric_signed_directed.utils.general.scipy_sparse_to_torch_sparse), [1] score_function1 (Sign_Direction_Loss attribute), [1] score_function2 (Sign_Direction_Loss attribute), [1] SDGNN (class in torch_geometric_signed_directed.nn.signed.SDGNN), [1] SDGNN_real_data (class in torch_geometric_signed_directed.data.signed.SDGNN_real_data) SDRLayer (class in torch_geometric_signed_directed.nn.signed.SDGNN) SDSBM() (in module torch_geometric_signed_directed.data.general.SDSBM), [1] semi_loss() (DiGCL method), [1] separate_positive_negative() (SignedData method), [1] set_hermitian_features() (DirectedData method), [1] set_signed_Laplacian_features() (SignedData method), [1] set_spectral_adjacency_reg_features() (SignedData method), [1] SGCN (class in torch_geometric_signed_directed.nn.signed.SGCN), [1] SGCNConv (class in torch_geometric_signed_directed.nn.signed.SGCNConv), [1] SiGAT (class in torch_geometric_signed_directed.nn.signed.SiGAT), [1]

Sign_Direction_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss), [1] Sign_Product_Entropy_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss), [1] Sign_Structure_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss), [1] Sign_Triangle_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss), [1] SignedData (class in torch_geometric_signed_directed.data.signed.SignedData), [1] sim() (DiGCL method), [1] SIMPA (class in torch_geometric_signed_directed.nn.signed.SIMPA), [1] SNEA (class in torch_geometric_signed_directed.nn.signed.SNEA), [1] SNEAConv (class in torch_geometric_signed_directed.nn.signed.SNEAConv), [1] sparsify_level (MSGNN_real_data attribute) sqrtinvdiag() (in module torch_geometric_signed_directed.data.signed.SignedData) SSBM() (in module torch_geometric_signed_directed.data.signed.SSBM), [1] SSSNET_link_prediction (class in torch_geometric_signed_directed.nn.signed.SSSNET_link_prediction), [1] SSSNET_node_clustering (class in torch_geometric_signed_directed.nn.signed.SSSNET_node_clustering), [1] SSSNET_real_data (class in torch_geometric_signed_directed.data.signed.SSSNET_real_data) structure_loss (SGCN attribute), [1] (SNEA attribute), [1]

T

tau (DiGCL attribute), [1] Telegram (class in torch_geometric_signed_directed.data.directed.Telegram), [1] to_unweighted() (DirectedData method), [1] (SignedData method), [1] torch_geometric_signed_directed module torch_geometric_signed_directed.data module torch_geometric_signed_directed.data.directed module torch_geometric_signed_directed.data.directed.citation module torch_geometric_signed_directed.data.directed.DIGRAC_real_data module torch_geometric_signed_directed.data.directed.DirectedData module torch_geometric_signed_directed.data.directed.DSBM module torch_geometric_signed_directed.data.directed.load_directed_real_data module torch_geometric_signed_directed.data.directed.Telegram module torch_geometric_signed_directed.data.directed.WikiCS module torch_geometric_signed_directed.data.directed.WikipediaNetwork module torch_geometric_signed_directed.data.general module torch_geometric_signed_directed.data.general.SDSBM module torch_geometric_signed_directed.data.signed module torch_geometric_signed_directed.data.signed.load_signed_real_data module torch_geometric_signed_directed.data.signed.MSGNN_real_data module torch_geometric_signed_directed.data.signed.polarized_SSBM module torch_geometric_signed_directed.data.signed.SDGNN_real_data module torch_geometric_signed_directed.data.signed.SignedData module torch_geometric_signed_directed.data.signed.SSBM module torch_geometric_signed_directed.data.signed.SSSNET_real_data module torch_geometric_signed_directed.nn module torch_geometric_signed_directed.nn.directed module torch_geometric_signed_directed.nn.directed.complex_relu module torch_geometric_signed_directed.nn.directed.DGCN_link_prediction module torch_geometric_signed_directed.nn.directed.DGCN_node_classification module torch_geometric_signed_directed.nn.directed.DGCNConv module torch_geometric_signed_directed.nn.directed.DiGCL module torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block module torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_link_prediction module torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_node_classification module torch_geometric_signed_directed.nn.directed.DiGCN_link_prediction module torch_geometric_signed_directed.nn.directed.DiGCN_node_classification module torch_geometric_signed_directed.nn.directed.DiGCNConv module torch_geometric_signed_directed.nn.directed.DIGRAC_node_clustering module torch_geometric_signed_directed.nn.directed.DIMPA module torch_geometric_signed_directed.nn.directed.MagNet_link_prediction module torch_geometric_signed_directed.nn.directed.MagNet_node_classification module

torch_geometric_signed_directed.nn.directed.MagNetConv module torch_geometric_signed_directed.nn.general module torch_geometric_signed_directed.nn.general.conv_base module torch_geometric_signed_directed.nn.general.MSConv module torch_geometric_signed_directed.nn.general.MSGNN module torch_geometric_signed_directed.nn.signed module torch_geometric_signed_directed.nn.signed.SDGNN module torch_geometric_signed_directed.nn.signed.SGCN module torch_geometric_signed_directed.nn.signed.SGCNConv module torch_geometric_signed_directed.nn.signed.SiGAT module torch_geometric_signed_directed.nn.signed.SIMPA module torch_geometric_signed_directed.nn.signed.SNEA module torch_geometric_signed_directed.nn.signed.SNEAConv module torch_geometric_signed_directed.nn.signed.SSSNET_link_prediction module torch_geometric_signed_directed.nn.signed.SSSNET_node_clustering module torch_geometric_signed_directed.utils module torch_geometric_signed_directed.utils.directed module torch_geometric_signed_directed.utils.directed.DiGCL_utils module torch_geometric_signed_directed.utils.directed.features_in_out module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN module torch_geometric_signed_directed.utils.directed.get_magnetic_Laplacian module torch_geometric_signed_directed.utils.directed.meta_graph_generation module torch_geometric_signed_directed.utils.directed.prob_imbalance_loss module torch_geometric_signed_directed.utils.general module torch_geometric_signed_directed.utils.general.extract_network module torch_geometric_signed_directed.utils.general.get_magnetic_signed_Laplacian module torch_geometric_signed_directed.utils.general.in_out_degree module torch_geometric_signed_directed.utils.general.link_sign_direction_prediction_logistic_function module torch_geometric_signed_directed.utils.general.link_split module torch_geometric_signed_directed.utils.general.node_split module torch_geometric_signed_directed.utils.general.scipy_sparse_to_torch_sparse module torch_geometric_signed_directed.utils.general.triplet_loss module torch_geometric_signed_directed.utils.signed module torch_geometric_signed_directed.utils.signed.create_spectral_features module torch_geometric_signed_directed.utils.signed.link_sign_loss module torch_geometric_signed_directed.utils.signed.link_sign_prediction_logistic_function module torch_geometric_signed_directed.utils.signed.prob_balanced_normalized_loss module torch_geometric_signed_directed.utils.signed.prob_balanced_ratio_loss module torch_geometric_signed_directed.utils.signed.unhappy_ratio module trainable_q (MagNetConv attribute), [1] (MSConv attribute), [1] triplet_loss_node_classification() (in module torch_geometric_signed_directed.utils.general.triplet_loss), [1]

U

undirected_label2directed_label() (in module torch_geometric_signed_directed.utils.general.link_split) Unhappy_Ratio (class in torch_geometric_signed_directed.utils.signed.unhappy_ratio), [1] update() (DiGCNConv method), [1] url (Citeseer attribute), [1] (Cora_ml attribute), [1] (DIGRAC_real_data attribute) (MSGNN_real_data attribute) (SDGNN_real_data attribute) (SSSNET_real_data attribute) (Telegram attribute), [1] (WikiCS attribute), [1] (WikipediaNetwork attribute), [1]

W

weight (DiGCNConv attribute), [1] (MagNetConv attribute), [1] (MSConv attribute), [1] (SNEA attribute), [1]

WikiCS (class in torch_geometric_signed_directed.data.directed.WikiCS), [1] WikipediaNetwork (class in torch_geometric_signed_directed.data.directed.WikipediaNetwork), [1]

X

x (SDGNN attribute), [1] (SGCN attribute), [1] (SiGAT attribute), [1] (SNEA attribute), [1]