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FDGATII
|
FDGATII : Fast Dynamic Graph Attention with Initi…
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82.43
|
2021-10-21
|
|
|
CT-Layer
|
DiffWire: Inductive Graph Rewiring via the Lovász…
|
69.04
|
2022-06-15
|
|
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MGNN + Hetero-S (4 layers)
|
The Heterophilic Snowflake Hypothesis: Training a…
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68.18
|
2024-06-18
|
|
|
Geom-GCN-P
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Geom-GCN: Geometric Graph Convolutional Networks
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60.81
|
2020-02-13
|
|
|
CT-Layer (PE)
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DiffWire: Inductive Graph Rewiring via the Lovász…
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58.02
|
2022-06-15
|
|
|
Geom-GCN-I
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Geom-GCN: Geometric Graph Convolutional Networks
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56.76
|
2020-02-13
|
|
|
Geom-GCN-S
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Geom-GCN: Geometric Graph Convolutional Networks
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55.68
|
2020-02-13
|
|
|
HLP Concat
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Simple Truncated SVD based Model for Node Classif…
|
|
2021-06-24
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|
|
RDGNN-I
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Graph Neural Reaction Diffusion Models
|
|
2024-06-16
|
|
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CATv3-sup
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CAT: A Causally Graph Attention Network for Trimm…
|
|
2023-12-14
|
|
|
FSGNN (8-hop)
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Improving Graph Neural Networks with Simple Archi…
|
|
2021-05-17
|
|
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H2GCN-RARE (λ=1.0)
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GraphRARE: Reinforcement Learning Enhanced Graph …
|
|
2023-12-15
|
|
|
Ordered GNN
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Ordered GNN: Ordering Message Passing to Deal wit…
|
|
2023-02-03
|
|
|
DJ-GNN
|
Diffusion-Jump GNNs: Homophiliation via Learnable…
|
|
2023-06-29
|
|
|
UniG-Encoder
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UniG-Encoder: A Universal Feature Encoder for Gra…
|
|
2023-08-03
|
|
|
Diag-NSD
|
Neural Sheaf Diffusion: A Topological Perspective…
|
|
2022-02-09
|
|
|
ACMII-GCN++
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Revisiting Heterophily For Graph Neural Networks
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|
2022-10-14
|
|
|
GCNH
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GCNH: A Simple Method For Representation Learning…
|
|
2023-04-21
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|
|
M2M-GNN
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Sign is Not a Remedy: Multiset-to-Multiset Messag…
|
|
2024-05-31
|
|
|
SADE-GCN
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Self-attention Dual Embedding for Graphs with Het…
|
|
2023-05-28
|
|
|
LHS
|
Refining Latent Homophilic Structures over Hetero…
|
|
2023-12-27
|
|
|
GloGNN++
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Finding Global Homophily in Graph Neural Networks…
|
|
2022-05-15
|
|
|
Conn-NSD
|
Sheaf Neural Networks with Connection Laplacians
|
|
2022-06-17
|
|
|
ACMII-GCN
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
GGCN
|
Two Sides of the Same Coin: Heterophily and Overs…
|
|
2021-02-12
|
|
|
Gen-NSD
|
Neural Sheaf Diffusion: A Topological Perspective…
|
|
2022-02-09
|
|
|
ACM-GCN+
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
ACM-GCN++
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
TE-GCNN
|
Transfer Entropy in Graph Convolutional Neural Ne…
|
|
2024-06-08
|
|
|
ACMII-GCN+
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
ACM-GCN
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
H2GCN + UniGAP
|
UniGAP: A Universal and Adaptive Graph Upsampling…
|
|
2024-07-28
|
|
|
NLMLP
|
Non-Local Graph Neural Networks
|
|
2020-05-29
|
|
|
O(d)-NSD
|
Neural Sheaf Diffusion: A Topological Perspective…
|
|
2022-02-09
|
|
|
UDGNN (GCN)
|
Universal Deep GNNs: Rethinking Residual Connecti…
|
|
2022-05-30
|
|
|
GloGNN
|
Finding Global Homophily in Graph Neural Networks…
|
|
2022-05-15
|
|
|
GRADE-GAT
|
Graph Neural Aggregation-diffusion with Metastabi…
|
|
2024-03-29
|
|
|
TDGNN-w
|
Tree Decomposed Graph Neural Network
|
|
2021-08-25
|
|
|
ADPA
|
Breaking the Entanglement of Homophily and Hetero…
|
|
2023-12-07
|
|
|
GraphSAGE+DHGR
|
Make Heterophily Graphs Better Fit GNN: A Graph R…
|
|
2022-09-17
|
|
|
ACM-SGC-1
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
ACM-SGC-2
|
Revisiting Heterophily For Graph Neural Networks
|
|
2022-10-14
|
|
|
WRGAT
|
Breaking the Limit of Graph Neural Networks by Im…
|
|
2021-06-11
|
|
|
Graph ESN
|
Beyond Homophily with Graph Echo State Networks
|
|
2022-10-27
|
|
|
HiGNN
|
Learn from Heterophily: Heterophilous Information…
|
|
2024-03-26
|
|
|
H2GCN-2
|
Beyond Homophily in Graph Neural Networks: Curren…
|
|
2020-06-20
|
|
|
H2GCN-1
|
Beyond Homophily in Graph Neural Networks: Curren…
|
|
2020-06-20
|
|
|
GPRGCN
|
Adaptive Universal Generalized PageRank Graph Neu…
|
|
2020-06-14
|
|
|
GCNII
|
Simple and Deep Graph Convolutional Networks
|
|
2020-07-04
|
|
|
LINKX
|
Large Scale Learning on Non-Homophilous Graphs: N…
|
|
2021-10-27
|
|
|
FAGCN
|
Beyond Low-frequency Information in Graph Convolu…
|
|
2021-01-04
|
|
|
DeltaGNN - control + DC
|
DeltaGNN: Graph Neural Network with Information F…
|
|
2025-01-10
|
|
|
MixHop
|
MixHop: Higher-Order Graph Convolutional Architec…
|
|
2019-04-30
|
|
|
UGT
|
Transitivity-Preserving Graph Representation Lear…
|
|
2023-08-18
|
|
|
GREET+CausalMP
|
Heterophilic Graph Neural Networks Optimization w…
|
|
2024-11-21
|
|
|
NLGCN
|
Non-Local Graph Neural Networks
|
|
2020-05-29
|
|
|
NLGAT
|
Non-Local Graph Neural Networks
|
|
2020-05-29
|
|
|
SDRF
|
Understanding over-squashing and bottlenecks on g…
|
|
2021-11-29
|
|