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Graph Regression

The regression task is similar to graph classification but using different loss function and performance metric.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 145 papers

Title	Date	Tasks	Status	Hype
Graph Neural Networks for Jamming Source Localization	Jun 1, 2025	feature selectiongraph construction	CodeCode Available	0
A Benchmark Dataset for Graph Regression with Homogeneous and Multi-Relational Variants	May 29, 2025	Graph Neural NetworkGraph Regression	—Unverified	0
Improving the Effective Receptive Field of Message-Passing Neural Networks	May 29, 2025	Graph ClassificationGraph Regression	CodeCode Available	1
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks	Apr 24, 2025	Atomic ForcesComputational Efficiency	CodeCode Available	2
Power Spectrum Signatures of Graphs	Mar 12, 2025	DescriptiveGraph Regression	—Unverified	0
Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck	Feb 20, 2025	Graph ClassificationGraph Neural Network	CodeCode Available	1
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence	Feb 13, 2025	Graph ClassificationGraph Property Prediction	CodeCode Available	2
Learning Efficient Positional Encodings with Graph Neural Networks	Feb 3, 2025	Graph RegressionGraph Representation Learning	CodeCode Available	1
Beyond Message Passing: Neural Graph Pattern Machine	Jan 30, 2025	Graph ClassificationGraph Learning	CodeCode Available	1
Molecular Fingerprints Are Strong Models for Peptide Function Prediction	Jan 29, 2025	Graph ClassificationGraph Regression	CodeCode Available	3

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All datasets ZINC-500k ZINC PCQM4Mv2-LSC Lipophilicity PCQM4M-LSC Peptides-struct ZINC 100k Tox21 ZINC-full ESOL QM9 QM9: del e

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MLP-Fingerprint	Validation MAE	0.18	—	Unverified
2	GCN	Validation MAE	0.14	—	Unverified
3	GIN	Validation MAE	0.12	—	Unverified
4	TokenGT	Validation MAE	0.09	—	Unverified
5	EGT+SSA	Validation MAE	0.09	—	Unverified
6	GRPE-Large	Validation MAE	0.09	—	Unverified
7	EGT+SSA+Self-ensemble	Validation MAE	0.09	—	Unverified
8	Graphormer	Validation MAE	0.09	—	Unverified
9	Graphormer + GFSA	Validation MAE	0.09	—	Unverified
10	GRIT	Validation MAE	0.09	—	Unverified