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 101–145 of 145 papers

Title	Date	Tasks	Status	Hype
Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing	Feb 17, 2021	Graph ClassificationGraph Learning	CodeCode Available	1
An Experimental Study of the Transferability of Spectral Graph Networks	Dec 18, 2020	BenchmarkingGeneral Classification	CodeCode Available	0
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1
A graph similarity for deep learning	Dec 1, 2020	Deep LearningGraph Classification	—Unverified	0
Co-embedding of Nodes and Edges with Graph Neural Networks	Oct 25, 2020	BIG-bench Machine LearningGraph Classification	—Unverified	0
Factorizable Graph Convolutional Networks	Oct 12, 2020	Graph ClassificationGraph Regression	CodeCode Available	1
Directional Graph Networks	Oct 6, 2020	Data AugmentationGraph Classification	CodeCode Available	1
Learning Graph Normalization for Graph Neural Networks	Sep 24, 2020	Graph ClassificationGraph Regression	CodeCode Available	1
Degree-Quant: Quantization-Aware Training for Graph Neural Networks	Aug 11, 2020	CPUGraph Classification	—Unverified	0
Multilevel Graph Matching Networks for Deep Graph Similarity Learning	Jul 8, 2020	Graph ClassificationGraph Matching	CodeCode Available	1
Simple and Deep Graph Convolutional Networks	Jul 4, 2020	Graph ClassificationGraph Regression	CodeCode Available	1
Path Integral Based Convolution and Pooling for Graph Neural Networks	Jun 29, 2020	Graph ClassificationGraph Regression	CodeCode Available	1
Building powerful and equivariant graph neural networks with structural message-passing	Jun 26, 2020	Graph RegressionInductive Bias	CodeCode Available	1
Graph Neural Networks in TensorFlow and Keras with Spektral	Jun 22, 2020	Deep LearningGeneral Classification	CodeCode Available	2
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting	Jun 16, 2020	Graph ClassificationGraph Neural Network	CodeCode Available	1
Optimal Transport Graph Neural Networks	Jun 8, 2020	Drug DiscoveryGraph Neural Network	CodeCode Available	1
A physics-informed neural network for wind turbine main bearing fatigue	May 5, 2020	Graph RegressionGraph-to-Sequence	CodeCode Available	1
Principal Neighbourhood Aggregation for Graph Nets	Apr 12, 2020	Graph ClassificationGraph Regression	CodeCode Available	1
Benchmarking Graph Neural Networks	Mar 2, 2020	BenchmarkingGraph Classification	CodeCode Available	2
A Hierarchy of Graph Neural Networks Based on Learnable Local Features	Nov 13, 2019	General ClassificationGraph Classification	—Unverified	0
Empowering Graph Representation Learning with Paired Training and Graph Co-Attention	Sep 25, 2019	Graph ClassificationGraph Neural Network	—Unverified	0
Physics-informed neural networks for corrosion-fatigue prognosis	Sep 22, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1
Molecule Property Prediction Based on Spatial Graph Embedding	Aug 22, 2019	Drug DiscoveryGraph Embedding	CodeCode Available	0
CensNet: Convolution with Edge-Node Switching in Graph Neural Networks	Aug 10, 2019	Graph ClassificationGraph Embedding	—Unverified	0
Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective	Jun 25, 2019	Graph Neural NetworkGraph Regression	CodeCode Available	0
On the equivalence between graph isomorphism testing and function approximation with GNNs	May 29, 2019	Graph RegressionIsomorphism Testing	CodeCode Available	0
Sublinear Update Time Randomized Algorithms for Dynamic Graph Regression	May 28, 2019	Graph Regressionregression	—Unverified	0
Provably Powerful Graph Networks	May 27, 2019	Graph ClassificationGraph Learning	CodeCode Available	0
Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings	Apr 2, 2019	General ClassificationGraph Classification	CodeCode Available	0
On the Theory of Dynamic Graph Regression Problem	Mar 26, 2019	Graph Regressionregression	—Unverified	0
Simplifying Graph Convolutional Networks	Feb 19, 2019	Graph RegressionImage Classification	CodeCode Available	1
Fleet Prognosis with Physics-informed Recurrent Neural Networks	Jan 16, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1
Graph Neural Networks with convolutional ARMA filters	Jan 5, 2019	ClassificationGeneral Classification	CodeCode Available	0
Optimized Skeleton-based Action Recognition via Sparsified Graph Regression	Nov 29, 2018	Action Recognitiongraph construction	—Unverified	0
How Powerful are Graph Neural Networks?	Oct 1, 2018	General ClassificationGraph Classification	CodeCode Available	1
Attention-based Graph Neural Network for Semi-supervised Learning	Mar 10, 2018	Graph Neural NetworkGraph Regression	CodeCode Available	0
Residual Gated Graph ConvNets	Nov 20, 2017	ClusteringGeneral Classification	CodeCode Available	0
Graph Attention Networks	Oct 30, 2017	Document ClassificationGraph Attention	CodeCode Available	1
Inductive Representation Learning on Large Graphs	Jun 7, 2017	Graph ClassificationGraph Regression	CodeCode Available	1
Deriving Neural Architectures from Sequence and Graph Kernels	May 25, 2017	Graph RegressionLanguage Modeling	—Unverified	0
Neural Message Passing for Quantum Chemistry	Apr 4, 2017	Drug DiscoveryFormation Energy	CodeCode Available	1
Geometric deep learning on graphs and manifolds using mixture model CNNs	Nov 25, 2016	Deep LearningDocument Classification	CodeCode Available	0
Semi-Supervised Classification with Graph Convolutional Networks	Sep 9, 2016	Document ClassificationDrug Discovery	CodeCode Available	1
Molecular Graph Convolutions: Moving Beyond Fingerprints	Mar 2, 2016	BIG-bench Machine LearningDrug Discovery	CodeCode Available	0
Convolutional Networks on Graphs for Learning Molecular Fingerprints	Sep 30, 2015	Drug DiscoveryGraph Regression	CodeCode Available	0

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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	CKGCN	MAE	5.9	—	Unverified
2	GIN	MAE	0.53	—	Unverified
3	GraphSage	MAE	0.4	—	Unverified
4	RingGNN	MAE	0.35	—	Unverified
5	3WLGNN	MAE	0.3	—	Unverified
6	MoNet	MAE	0.29	—	Unverified
7	GatedGCN	MAE	0.28	—	Unverified
8	MPNN (max)	MAE	0.25	—	Unverified
9	GatedGCN-PE	MAE	0.21	—	Unverified
10	GatedGCN-E-PE	MAE	0.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph-JEPA	MAE	0.43	—	Unverified
2	FactorGCN	MAE	0.37	—	Unverified
3	ChebNet	MAE	0.36	—	Unverified
4	BoP	MAE	0.3	—	Unverified
5	MMA	MAE	0.16	—	Unverified
6	PNA	MAE	0.14	—	Unverified
7	CRaWl	MAE	0.1	—	Unverified
8	PIN	MAE	0.1	—	Unverified
9	CIN-small	MAE	0.09	—	Unverified
10	CIN++-small	MAE	0.09	—	Unverified

#	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

#	Model	Metric	Claimed	Verified	Status
1	Random Forests	RMSE@80%Train	1.16	—	Unverified
2	Logistic Regression	RMSE@80%Train	1.15	—	Unverified
3	SGC	RMSE	1	—	Unverified
4	AGNN	RMSE	0.96	—	Unverified
5	GAT	RMSE	0.95	—	Unverified
6	CensNet	RMSE@80%Train	0.93	—	Unverified
7	ARMA	RMSE	0.89	—	Unverified
8	RF	RMSE	0.88	—	Unverified
9	XGBoost	RMSE	0.8	—	Unverified
10	MPNN	RMSE	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLP-fingerprint	Test MAE	20.68	—	Unverified
2	GCN	Test MAE	18.38	—	Unverified
3	GIN	Test MAE	16.78	—	Unverified
4	GCN-Virtual	Test MAE	15.79	—	Unverified
5	GIN-virtual	Test MAE	14.87	—	Unverified
6	Graphormer	Test MAE	13.28	—	Unverified
7	Higher-Order Transformer	Validation MAE	0.13	—	Unverified
8	EGT	Validation MAE	0.12	—	Unverified
9	Graphormer + GFSA	Validation MAE	0.12	—	Unverified
10	GPTrans-L	Validation MAE	0.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EIGENFORMER	MAE	0.26	—	Unverified
2	ViT-PS	MAE	0.26	—	Unverified
3	CIN++-500k	MAE	0.25	—	Unverified
4	BoP	MAE	0.25	—	Unverified
5	TIGT	MAE	0.25	—	Unverified
6	CKGCN	MAE	0.25	—	Unverified
7	RDKit + LightGBM	MAE	0.25	—	Unverified
8	TT + LightGBM	MAE	0.24	—	Unverified
9	ECFP + LightGBM	MAE	0.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GAT	MAE	0.46	—	Unverified
2	MoNet	MAE	0.41	—	Unverified
3	GatedGCN	MAE	0.36	—	Unverified
4	MPNN	MAE	0.29	—	Unverified
5	EGT	MAE	0.14	—	Unverified
6	ARGNP	MAE	0.14	—	Unverified
7	GSN	MAE	0.12	—	Unverified
8	CIN-small	MAE	0.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CensNet	AUC@80%Train	0.78	—	Unverified
2	Logistic Regression	AUC@80%Train	0.71	—	Unverified
3	Random Forest	AUC@80%Train	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GRIT	Test MAE	0.02	—	Unverified
2	TIGT	Test MAE	0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ProtoW-dot	RMSE	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FIT-GNN	Inference Time (ms)	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FIT-GNN	MAE	0.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FIT-GNN	MAE	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FIT-GNN	MAE	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FIT-GNN	MAE	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FIT-GNN	Inference Time (ms)	0	—	Unverified