Graph Regression on ZINC-500k

Metric: MAE (lower is better)

LeaderboardDataset

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Results

#	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	N2-GNN	0.059	No	Extending the Design Space of Graph Neural Netwo...	2023-06-05	Code
4	GRIT	0.059	No	Graph Inductive Biases in Transformers without M...	2023-05-27	Code
5	GraphGPS + HDSE	0.062	No	Enhancing Graph Transformers with Hierarchical D...	2023-08-22	Code
6	MFN (CGN)	0.063	No	Equivariant Matrix Function Neural Networks	2023-10-16	-
7	GIN+	0.065	No	Unlocking the Potential of Classic GNNs for Grap...	2025-02-13	Code
8	B-PEARL	0.0655	No	-	-	Code
9	PDF	0.066	No	Towards Better Graph Representation Learning wit...	2023-05-10	Code
10	R-PEARL	0.0696	No	-	-	Code
11	Spec-GN	0.0698	No	A New Perspective on the Effects of Spectrum in ...	2021-12-14	Code
12	GPS	0.07	No	Recipe for a General, Powerful, Scalable Graph T...	2022-05-25	Code
13	SAGNN	0.072	No	-	-	Code
14	GPTrans-Nano	0.077	No	Graph Propagation Transformer for Graph Represen...	2023-05-19	Code
15	CIN	0.079	No	Weisfeiler and Lehman Go Cellular: CW Networks	2021-06-23	Code
16	PNA-SignNet	0.084	No	Sign and Basis Invariant Networks for Spectral G...	2022-02-25	Code
17	CRaWl+VN	0.088	No	Walking Out of the Weisfeiler Leman Hierarchy: G...	2021-02-17	Code
18	GatedGCN-LSPE	0.09	No	Graph Neural Networks with Learnable Structural ...	2021-10-15	Code
19	CIN-small	0.094	No	Weisfeiler and Lehman Go Cellular: CW Networks	2021-06-23	Code
20	PNA-LSPE	0.095	No	Graph Neural Networks with Learnable Structural ...	2021-10-15	Code
21	CRaWl	0.101	No	Walking Out of the Weisfeiler Leman Hierarchy: G...	2021-02-17	Code
22	GSN	0.101	No	Improving Graph Neural Network Expressivity via ...	2020-06-16	Code
23	SAN-LSPE	0.104	No	Graph Neural Networks with Learnable Structural ...	2021-10-15	Code
24	EGT	0.108	No	Global Self-Attention as a Replacement for Graph...	2021-08-07	Code
25	Graphormer-SLIM	0.122	No	Do Transformers Really Perform Bad for Graph Rep...	2021-06-09	Code
26	MPNN (sum)	0.145	No	Neural Message Passing for Quantum Chemistry	2017-04-04	Code
27	GatedGCN-PE	0.214	No	Benchmarking Graph Neural Networks	2020-03-02	Code
28	GatedGCN-E-PE	0.214	No	Benchmarking Graph Neural Networks	2020-03-02	Code
29	MPNN (max)	0.252	No	Neural Message Passing for Quantum Chemistry	2017-04-04	Code
30	GatedGCN	0.282	No	Residual Gated Graph ConvNets	2017-11-20	Code
31	MoNet	0.292	No	Geometric deep learning on graphs and manifolds ...	2016-11-25	Code
32	3WLGNN	0.303	No	Provably Powerful Graph Networks	2019-05-27	Code
33	RingGNN	0.353	No	On the equivalence between graph isomorphism tes...	2019-05-29	Code
34	GraphSage	0.398	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
35	GIN	0.526	No	How Powerful are Graph Neural Networks?	2018-10-01	Code
36	CKGCN	5.9	No	CKGConv: General Graph Convolution with Continuo...	2024-04-21	Code