Molecular Property Prediction

Molecular property prediction is the task of predicting the properties of a molecule from its structure.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 354 papers

Title	Date	Tasks	Status	Score
Advancing Drug Discovery with Enhanced Chemical Understanding via Asymmetric Contrastive Multimodal Learning	Nov 11, 2023	Contrastive LearningDrug Discovery	CodeCode Available	5
Rotation-Invariant Random Features Provide a Strong Baseline for Machine Learning on 3D Point Clouds	Jul 27, 2023	3D Shape ClassificationInductive Bias	CodeCode Available	5
CL-MFAP: A Contrastive Learning-Based Multimodal Foundation Model for Molecular Property Prediction and Antibiotic Screening	Feb 16, 2025	Contrastive LearningMolecular Property Prediction	CodeCode Available	5
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning	Jun 19, 2024	counterfactualCounterfactual Explanation	CodeCode Available	5
Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective for Molecular Property Prediction	Oct 19, 2024	counterfactualCounterfactual Explanation	CodeCode Available	5
Cross-modal representation alignment of molecular structure and perturbation-induced transcriptional profiles	Nov 22, 2019	Cross-Modal Information RetrievalInformation Retrieval	CodeCode Available	5
Impact of SMILES Notational Inconsistencies on Chemical Language Model Performance	May 11, 2025	feature selectionLanguage Modeling	CodeCode Available	5
Large-Scale Knowledge Integration for Enhanced Molecular Property Prediction	Oct 15, 2024	Drug DiscoveryMolecular Property Prediction	CodeCode Available	5
MoleculeCLA: Rethinking Molecular Benchmark via Computational Ligand-Target Binding Analysis	Jun 13, 2024	Drug DiscoveryMolecular Property Prediction	CodeCode Available	5
Enhancing Molecular Property Prediction with Auxiliary Learning and Task-Specific Adaptation	Jan 29, 2024	Auxiliary LearningMolecular Property Prediction	CodeCode Available	5
Improving Molecular Pretraining with Complementary Featurizations	Sep 29, 2022	Computational chemistryDrug Discovery	CodeCode Available	5
Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property Prediction	Feb 4, 2023	Few-Shot LearningMolecular Docking	CodeCode Available	5
BatmanNet: Bi-branch Masked Graph Transformer Autoencoder for Molecular Representation	Nov 25, 2022	Drug DiscoveryMolecular Property Prediction	CodeCode Available	5
Attentive Walk-Aggregating Graph Neural Networks	Oct 6, 2021	Molecular Property PredictionPrediction	CodeCode Available	5
Graph Anisotropic Diffusion	Apr 30, 2022	Molecular Property PredictionProperty Prediction	CodeCode Available	5
Sliceformer: Make Multi-head Attention as Simple as Sorting in Discriminative Tasks	Oct 26, 2023	image-classificationImage Classification	CodeCode Available	5
GraphATC: advancing multilevel and multi-label anatomical therapeutic chemical classification via atom-level graph learning	Apr 26, 2025	Drug ATC ClassificationGraph Classification	CodeCode Available	5
MolCap-Arena: A Comprehensive Captioning Benchmark on Language-Enhanced Molecular Property Prediction	Nov 1, 2024	Molecular Property PredictionProperty Prediction	CodeCode Available	5
Isotropic Gaussian Processes on Finite Spaces of Graphs	Nov 3, 2022	Gaussian ProcessesMolecular Property Prediction	CodeCode Available	5
Unveiling Molecular Secrets: An LLM-Augmented Linear Model for Explainable and Calibratable Molecular Property Prediction	Oct 11, 2024	CPUDimensionality Reduction	CodeCode Available	5
Why Deep Models Often cannot Beat Non-deep Counterparts on Molecular Property Prediction?	Jun 30, 2023	Drug DiscoveryMolecular Property Prediction	—Unverified	0
GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs	Aug 2, 2024	Computational EfficiencyDrug Design	—Unverified	0
MolTRES: Improving Chemical Language Representation Learning for Molecular Property Prediction	Jul 9, 2024	Molecular Property PredictionProperty Prediction	—Unverified	0
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery	May 5, 2025	Large Language ModelMolecular Property Prediction	—Unverified	0
3D Denoisers are Good 2D Teachers: Molecular Pretraining via Denoising and Cross-Modal Distillation	Sep 8, 2023	DenoisingKnowledge Distillation	—Unverified	0

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All datasets BBBP BACE SIDER Tox21 clintox Lipophilicity FreeSolv HIV dataset ESOL QM7 QM8 QM9

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DumplingGNN	ROC-AUC	96.4	—	Unverified
2	ChemBFN	ROC-AUC	95.74	—	Unverified
3	MTL-BERT	ROC-AUC	93	—	Unverified
4	XGBoost	ROC-AUC	90.5	—	Unverified
5	SELFormer	ROC-AUC	90.2	—	Unverified
6	STL-BERT	ROC-AUC	89.6	—	Unverified
7	Cano-BERT	ROC-AUC	89.2	—	Unverified
8	AttrMasking	ROC-AUC	89.2	—	Unverified
9	AttentiveFP	ROC-AUC	85.5	—	Unverified
10	Deep-CBN	ROC-AUC	75.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MolXPT	ROC-AUC	88.4	—	Unverified
2	Uni-Mol	ROC-AUC	85.7	—	Unverified
3	ChemRL-GEM	ROC-AUC	85.6	—	Unverified
4	PretrainGNN	ROC-AUC	84.5	—	Unverified
5	SMA	ROC-AUC	84.3	—	Unverified
6	Deep-CBN	ROC-AUC	83.6	—	Unverified
7	SPMM	ROC-AUC	83	—	Unverified
8	GROVER (base)	ROC-AUC	82.6	—	Unverified
9	GROVER (large)	ROC-AUC	81	—	Unverified
10	D-MPNN	ROC-AUC	80.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BioAct-Het	ROC-AUC	91.11	—	Unverified
2	Deep-CBN	ROC-AUC	78.2	—	Unverified
3	MolXPT	ROC-AUC	71.7	—	Unverified
4	IterRefLSTM	ROC-AUC	70.4	—	Unverified
5	ChemRL-GEM	ROC-AUC	67.2	—	Unverified
6	N-GramRF	ROC-AUC	66.8	—	Unverified
7	Uni-Mol	ROC-AUC	65.9	—	Unverified
8	N-GramXGB	ROC-AUC	65.5	—	Unverified
9	GROVER (large)	ROC-AUC	65.4	—	Unverified
10	GROVER (base)	ROC-AUC	64.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep-CBN	ROC-AUC	92.4	—	Unverified
2	BioAct-Het	ROC-AUC	89.8	—	Unverified
3	IterRefLSTM	ROC-AUC	83	—	Unverified
4	Uni-Mol	ROC-AUC	79.6	—	Unverified
5	ChemRL-GEM	ROC-AUC	78.1	—	Unverified
6	PretrainGNN	ROC-AUC	78.1	—	Unverified
7	Autogluon	ROC-AUC	77.84	—	Unverified
8	MolXPT	ROC-AUC	77.1	—	Unverified
9	D-MPNN	ROC-AUC	75.9	—	Unverified
10	N-GramXGB	ROC-AUC	75.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep-CBN	ROC-AUC	99.2	—	Unverified
2	ChemBFN	ROC-AUC	99.18	—	Unverified
3	Uni-Mol	ROC-AUC	91.9	—	Unverified
4	SPMM	ROC-AUC	91	—	Unverified
5	D-MPNN	ROC-AUC	90.6	—	Unverified
6	ChemRL-GEM	ROC-AUC	90.1	—	Unverified
7	N-GramXGB	ROC-AUC	87.5	—	Unverified
8	GAL 120B	ROC-AUC	82.6	—	Unverified
9	GAL 30B	ROC-AUC	82.2	—	Unverified
10	GROVER (base)	ROC-AUC	81.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	N-GramXGB	RMSE	2.07	—	Unverified
2	GROVER (large)	RMSE	0.82	—	Unverified
3	GROVER (base)	RMSE	0.82	—	Unverified
4	N-GramRF	RMSE	0.81	—	Unverified
5	ChemBERTa-2 (MTR-77M)	RMSE	0.8	—	Unverified
6	ChemBFN	RMSE	0.75	—	Unverified
7	PretrainGNN	RMSE	0.74	—	Unverified
8	SPMM	RMSE	0.71	—	Unverified
9	D-MPNN	RMSE	0.68	—	Unverified
10	ChemRL-GEM	RMSE	0.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	N-GramXGB	RMSE	5.06	—	Unverified
2	PretrainGNN	RMSE	2.76	—	Unverified
3	N-GramRF	RMSE	2.69	—	Unverified
4	GROVER (large)	RMSE	2.27	—	Unverified
5	GROVER (base)	RMSE	2.18	—	Unverified
6	D-MPNN	RMSE	2.08	—	Unverified
7	ChemRL-GEM	RMSE	1.88	—	Unverified
8	SPMM	RMSE	1.86	—	Unverified
9	Uni-Mol	RMSE	1.62	—	Unverified
10	ChemBFN	RMSE	1.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVMP	AUC	0.81	—	Unverified
2	Uni-Mol	AUC	0.81	—	Unverified
3	ChemBFN	AUC	0.79	—	Unverified
4	ChemBERTa-2 Fine-tuned	AUC	0.79	—	Unverified
5	SMA	AUC	0.79	—	Unverified
6	MolXPT	AUC	0.78	—	Unverified
7	GAL 30B	AUC	0.76	—	Unverified
8	GAL 120B	AUC	0.75	—	Unverified
9	GAL 1.3B	AUC	0.72	—	Unverified
10	GAL 6.7B	AUC	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	D-MPNN	RMSE	1.05	—	Unverified
2	XGBoost	RMSE	0.99	—	Unverified
3	ChemBERTa-2 (MTR-77M)	RMSE	0.89	—	Unverified
4	ChemBFN	RMSE	0.88	—	Unverified
5	SPMM	RMSE	0.81	—	Unverified
6	ChemRL-GEM	RMSE	0.8	—	Unverified
7	Uni-Mol	RMSE	0.79	—	Unverified
8	SMA	RMSE	0.62	—	Unverified
9	MPNN	RMSE	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PretrainGNN	MAE	113.2	—	Unverified
2	D-MPNN	MAE	103.5	—	Unverified
3	GROVER (base)	MAE	94.5	—	Unverified
4	N-GramRF	MAE	92.8	—	Unverified
5	GROVER (large)	MAE	92	—	Unverified
6	N-GramXGB	MAE	81.9	—	Unverified
7	ChemRL-GEM	MAE	58.9	—	Unverified
8	Uni-Mol	MAE	41.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	N-GramRF	MAE	0.02	—	Unverified
2	GROVER (large)	MAE	0.02	—	Unverified
3	GROVER (base)	MAE	0.02	—	Unverified
4	N-GramXGB	MAE	0.02	—	Unverified
5	PretrainGNN	MAE	0.02	—	Unverified
6	D-MPNN	MAE	0.02	—	Unverified
7	ChemRL-GEM	MAE	0.02	—	Unverified
8	Uni-Mol	MAE	0.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	N-GramRF	MAE	0.01	—	Unverified
2	GROVER (large)	MAE	0.01	—	Unverified
3	GROVER (base)	MAE	0.01	—	Unverified
4	N-GramXGB	MAE	0.01	—	Unverified
5	PretrainGNN	MAE	0.01	—	Unverified
6	D-MPNN	MAE	0.01	—	Unverified
7	ChemRL-GEM	MAE	0.01	—	Unverified
8	Uni-Mol	MAE	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DumplingGNN	ROC-AUC	78.2	—	Unverified
2	Uni-Mol	ROC-AUC	69.6	—	Unverified
3	ChemRL-GEM	ROC-AUC	69.2	—	Unverified
4	PretrainGNN	ROC-AUC	65.7	—	Unverified
5	D-MPNN	ROC-AUC	65.5	—	Unverified
6	GROVER (base)	ROC-AUC	65.4	—	Unverified
7	GROVER (large)	ROC-AUC	65.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Uni-Mol	AUC	0.77	—	Unverified
2	GAL 30B	AUC	0.69	—	Unverified
3	GAL 6.7B	AUC	0.64	—	Unverified
4	GAL 1.3B	AUC	0.62	—	Unverified
5	GAL 125M	AUC	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep-CBN	ROC-AUC	99.8	—	Unverified
2	Uni-Mol	ROC-AUC	82.1	—	Unverified
3	BioAct-Het	ROC-AUC	69.47	—	Unverified
4	IterRefLSTM	ROC-AUC	67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep-CBN	ROC-AUC	97.3	—	Unverified
2	Uni-Mol	ROC-AUC	80.8	—	Unverified
3	ChemBFN	ROC-AUC	79.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChemBERTa-2 (MTR-77M)	RMSE	48.52	—	Unverified
2	SPMM	RMSE	44.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DumplingGNN	ROC-AUC	88.87	—	Unverified
2	Uni-Mol	ROC-AUC	88.5	—	Unverified