Classification on NCI109

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	WKPI-kcenters	87.3	No	-	-	Code
2	WL-OA	86.3	No	On Valid Optimal Assignment Kernels and Applicat...	2016-06-03	-
3	δ-2-LWL	84.7	No	Weisfeiler and Leman go sparse: Towards scalable...	2019-04-02	Code
4	CIN++	84.5	No	CIN++: Enhancing Topological Message Passing	2023-06-06	Code
5	PIN	84	No	Weisfeiler and Lehman Go Paths: Learning Topolog...	2023-08-13	-
6	Spec-GN	83.62	No	A New Perspective on the Effects of Spectrum in ...	2021-12-14	Code
7	CAN	83.6	No	Cell Attention Networks	2022-09-16	Code
8	Propagation kernels (pk)	83.5	No	-	-	Code
9	GIC	82.86	No	Gaussian-Induced Convolution for Graphs	2018-11-11	-
10	PPGN	82.23	No	Provably Powerful Graph Networks	2019-05-27	Code
11	ECC (5 scores)	82.14	No	Dynamic Edge-Conditioned Filters in Convolutiona...	2017-04-10	Code
12	Multigraph ChebNet	82	No	Spectral Multigraph Networks for Discovering and...	2018-11-23	Code
13	HGP-SL	80.67	No	Hierarchical Graph Pooling with Structure Learning	2019-11-14	Code
14	G_DenseNet	80.66	No	When Work Matters: Transforming Classical Networ...	2018-07-07	-
15	GIUNet	77	No	-	-	Code
16	SAEPool_h	75.85	No	-	-	-
17	EigenGCN-3	74.9	No	Graph Convolutional Networks with EigenPooling	2019-04-30	Code
18	UGraphEmb-F	74.48	No	Unsupervised Inductive Graph-Level Representatio...	2019-04-01	Code
19	Graph2Vec	74.26	No	graph2vec: Learning Distributed Representations ...	2017-07-17	Code
20	SAGPool_g	74.06	No	Self-Attention Graph Pooling	2019-04-17	Code
21	Deep WL SGN(0,1,2)	71.06	No	Subgraph Networks with Application to Structural...	2019-03-21	-
22	ASAP	70.07	No	ASAP: Adaptive Structure Aware Pooling for Learn...	2019-11-18	Code
23	UGraphEmb	69.17	No	Unsupervised Inductive Graph-Level Representatio...	2019-04-01	Code
24	SAGPool_h	67.86	No	Self-Attention Graph Pooling	2019-04-17	Code
25	BC + Capsules	58.04	No	Capsule Neural Networks for Graph Classification...	2019-02-22	-

#1WKPI-kcenters
87.3
Accuracy
No paperCode
#2WL-OASOTA
86.3
Accuracy· 2016-06-03
On Valid Optimal Assignment Kernels and Applications to Graph Classification
#3δ-2-LWL
84.7
Accuracy· 2019-04-02
Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings Code
#4CIN++
84.5
Accuracy· 2023-06-06
CIN++: Enhancing Topological Message Passing Code
#5PIN
84
Accuracy· 2023-08-13
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes
#6Spec-GN
83.62
Accuracy· 2021-12-14
A New Perspective on the Effects of Spectrum in Graph Neural Networks Code
#7CAN
83.6
Accuracy· 2022-09-16
Cell Attention Networks Code
#8Propagation kernels (pk)
83.5
Accuracy
No paperCode
#9GIC
82.86
Accuracy· 2018-11-11
Gaussian-Induced Convolution for Graphs
#10PPGN
82.23
Accuracy· 2019-05-27
Provably Powerful Graph Networks Code
#11ECC (5 scores)
82.14
Accuracy· 2017-04-10
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs Code
#12Multigraph ChebNet
82
Accuracy· 2018-11-23
Spectral Multigraph Networks for Discovering and Fusing Relationships in Molecules Code
#13HGP-SL
80.67
Accuracy· 2019-11-14
Hierarchical Graph Pooling with Structure Learning Code
#14G_DenseNet
80.66
Accuracy· 2018-07-07
When Work Matters: Transforming Classical Network Structures to Graph CNN
#15GIUNet
77
Accuracy
No paperCode
#16SAEPool_h
75.85
Accuracy
No paper
#17EigenGCN-3
74.9
Accuracy· 2019-04-30
Graph Convolutional Networks with EigenPooling Code
#18UGraphEmb-F
74.48
Accuracy· 2019-04-01
Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity Code
#19Graph2Vec
74.26
Accuracy· 2017-07-17
graph2vec: Learning Distributed Representations of Graphs Code
#20SAGPool_g
74.06
Accuracy· 2019-04-17
Self-Attention Graph Pooling Code
#21Deep WL SGN(0,1,2)
71.06
Accuracy· 2019-03-21
Subgraph Networks with Application to Structural Feature Space Expansion
#22ASAP
70.07
Accuracy· 2019-11-18
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Code
#23UGraphEmb
69.17
Accuracy· 2019-04-01
Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity Code
#24SAGPool_h
67.86
Accuracy· 2019-04-17
Self-Attention Graph Pooling Code
#25BC + Capsules
58.04
Accuracy· 2019-02-22
Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations