Graph Regression on ZINC

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	ESA + rings + NodeRWSE + EdgeRWSE	0.051	No	An end-to-end attention-based approach for learn...	2024-02-16	Code
2	CSA	0.056	No	Self-Attention in Colors: Another Take on Encodi...	2023-04-21	Code
3	TIGT	0.057	No	Topology-Informed Graph Transformer	2024-02-03	Code
4	GRIT	0.059	No	Graph Inductive Biases in Transformers without M...	2023-05-27	Code
5	N2-GNN	0.059	No	Extending the Design Space of Graph Neural Netwo...	2023-06-05	Code
6	CKGCN	0.059	No	CKGConv: General Graph Convolution with Continuo...	2024-04-21	Code
7	CIN++	0.074	No	CIN++: Enhancing Topological Message Passing	2023-06-06	Code
8	CIN++-500k	0.077	No	CIN++: Enhancing Topological Message Passing	2023-06-06	Code
9	EIGENFORMER	0.077	No	Graph Transformers without Positional Encodings	2024-01-31	-
10	CIN	0.079	No	Weisfeiler and Lehman Go Cellular: CW Networks	2021-06-23	Code
11	CRaWl+VN	0.088	No	Walking Out of the Weisfeiler Leman Hierarchy: G...	2021-02-17	Code
12	CIN++-small	0.091	No	CIN++: Enhancing Topological Message Passing	2023-06-06	Code
13	CIN-small	0.094	No	Weisfeiler and Lehman Go Cellular: CW Networks	2021-06-23	Code
14	PIN	0.096	No	Weisfeiler and Lehman Go Paths: Learning Topolog...	2023-08-13	-
15	CRaWl	0.101	No	Walking Out of the Weisfeiler Leman Hierarchy: G...	2021-02-17	Code
16	PNA	0.142	No	Principal Neighbourhood Aggregation for Graph Nets	2020-04-12	Code
17	MMA	0.156	No	-	-	Code
18	BoP	0.297	No	From Primes to Paths: Enabling Fast Multi-Relati...	2024-11-17	Code
19	ChebNet	0.36	No	An Experimental Study of the Transferability of ...	2020-12-18	Code
20	FactorGCN	0.366	No	Factorizable Graph Convolutional Networks	2020-10-12	Code
21	Graph-JEPA	0.434	No	Graph-level Representation Learning with Joint-E...	2023-09-27	Code

#1ESA + rings + NodeRWSE + EdgeRWSESOTA
0.051
MAE· 2024-02-16
An end-to-end attention-based approach for learning on graphs Code
#2CSASOTA
0.056
MAE· 2023-04-21
Self-Attention in Colors: Another Take on Encoding Graph Structure in Transformers Code
#3TIGT
0.057
MAE· 2024-02-03
Topology-Informed Graph Transformer Code
#4GRIT
0.059
MAE· 2023-05-27
Graph Inductive Biases in Transformers without Message Passing Code
#5N2-GNN
0.059
MAE· 2023-06-05
Extending the Design Space of Graph Neural Networks by Rethinking Folklore Weisfeiler-Lehman Code
#6CKGCN
0.059
MAE· 2024-04-21
CKGConv: General Graph Convolution with Continuous Kernels Code
#7CIN++
0.074
MAE· 2023-06-06
CIN++: Enhancing Topological Message Passing Code
#8CIN++-500k
0.077
MAE· 2023-06-06
CIN++: Enhancing Topological Message Passing Code
#9EIGENFORMER
0.077
MAE· 2024-01-31
Graph Transformers without Positional Encodings
#10CINSOTA
0.079
MAE· 2021-06-23
Weisfeiler and Lehman Go Cellular: CW Networks Code
#11CRaWl+VNSOTA
0.088
MAE· 2021-02-17
Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Code
#12CIN++-small
0.091
MAE· 2023-06-06
CIN++: Enhancing Topological Message Passing Code
#13CIN-small
0.094
MAE· 2021-06-23
Weisfeiler and Lehman Go Cellular: CW Networks Code
#14PIN
0.096
MAE· 2023-08-13
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes
#15CRaWlSOTA
0.101
MAE· 2021-02-17
Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Code
#16PNASOTA
0.142
MAE· 2020-04-12
Principal Neighbourhood Aggregation for Graph Nets Code
#17MMA
0.156
MAE
No paperCode
#18BoP
0.297
MAE· 2024-11-17
From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis Code
#19ChebNet
0.36
MAE· 2020-12-18
An Experimental Study of the Transferability of Spectral Graph Networks Code
#20FactorGCN
0.366
MAE· 2020-10-12
Factorizable Graph Convolutional Networks Code
#21Graph-JEPA
0.434
MAE· 2023-09-27
Graph-level Representation Learning with Joint-Embedding Predictive Architectures Code