Browse State-of-the-Art › Molecular Property Prediction › Papers, page 4
Molecular Property Prediction
Papers archive 2025-07-28
archive papers tagged: 354 · with a code link: 199 · where Syntology ran a sample: 68 (58 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (68 of 354 tagged: 58 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument)
Page 4 of 4: papers 301 to 354 of 354, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Structure-based drug design with geometric deep learning19 Oct 2022 0 repositories listed
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PEMP: Leveraging Physics Properties to Enhance Molecular Property Prediction18 Oct 2022 0 repositories listed
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Substructure-Atom Cross Attention for Molecular Representation Learning15 Oct 2022 0 repositories listed
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Graph Neural Networks for Molecules12 Sep 2022 0 repositories listed
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Grouping-matrix based Graph Pooling with Adaptive Number of Clusters7 Sep 2022 0 repositories listed
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Physical Pooling Functions in Graph Neural Networks for Molecular Property Prediction27 Jul 2022 0 repositories listed
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Graph neural networks for the prediction of molecular structure-property relationships25 Jul 2022 0 repositories listed
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Pre-training Transformers for Molecular Property Prediction Using Reaction Prediction6 Jul 2022 0 repositories listed
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3D Graph Contrastive Learning for Molecular Property Prediction31 May 2022 0 repositories listed
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Triangular Contrastive Learning on Molecular Graphs26 May 2022 0 repositories listed
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Tyger: Task-Type-Generic Active Learning for Molecular Property Prediction23 May 2022 0 repositories listed
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FP-GNN: a versatile deep learning architecture for enhanced molecular property prediction8 May 2022 0 repositories listed
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Attention-wise masked graph contrastive learning for predicting molecular property2 May 2022 0 repositories listed
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Infusing Linguistic Knowledge of SMILES into Chemical Language Models20 Apr 2022 0 repositories listed
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A photonic chip-based machine learning approach for the prediction of molecular properties3 Mar 2022 0 repositories listed
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Equilibrium Aggregation: Encoding Sets via Optimization25 Feb 2022 0 repositories listed
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Equivariant Graph Attention Networks for Molecular Property Prediction20 Feb 2022 0 repositories listed
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Knowledge-informed Molecular Learning: A Survey on Paradigm Transfer17 Feb 2022 0 repositories listed
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Image-Like Graph Representations for Improved Molecular Property Prediction20 Nov 2021 0 repositories listed
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Directional Message Passing on Molecular Graphs via Synthetic Coordinates8 Nov 2021 0 repositories listed
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Edge-Level Explanations for Graph Neural Networks by Extending Explainability Methods for Convolutional Neural Networks1 Nov 2021 0 repositories listed
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An In-depth Summary of Recent Artificial Intelligence Applications in Drug Design10 Oct 2021 0 repositories listed
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3D Pre-training improves GNNs for Molecular Property Prediction29 Sep 2021 0 repositories listed
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G³: Representation Learning and Generation for Geometric Graphs29 Sep 2021 0 repositories listed
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Simple GNN Regularisation for 3D Molecular Property Prediction and Beyond29 Sep 2021 0 repositories listed
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Multi-task Learning with Domain Knowledge for Molecular Property Prediction24 Sep 2021 0 repositories listed
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Multilingual Molecular Representation Learning via Contrastive Pre-training18 Sep 2021 0 repositories listed
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Latent Tree Decomposition Parsers for AMR-to-Text Generation27 Aug 2021 0 repositories listed
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Property-Aware Relation Networks for Few-Shot Molecular Property Prediction16 Jul 2021 0 repositories listed
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Calibrated Uncertainty for Molecular Property Prediction using Ensembles of Message Passing Neural Networks13 Jul 2021 0 repositories listed
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11 Jun 2021 0 repositories listed
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MoleHD: Ultra-Low-Cost Drug Discovery using Hyperdimensional Computing5 Jun 2021 0 repositories listed
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Which Hyperparameters to Optimise? An Investigation of Evolutionary Hyperparameter Optimisation in Graph Neural Network For Molecular Property Prediction13 Apr 2021 0 repositories listed
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A Systematic Comparison Study on Hyperparameter Optimisation of Graph Neural Networks for Molecular Property Prediction8 Feb 2021 0 repositories listed
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GL-Disen: Global-Local disentanglement for unsupervised learning of graph-level representations1 Jan 2021 0 repositories listed
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Graph Networks with Spectral Message Passing31 Dec 2020 0 repositories listed
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Directed Graph Attention Neural Network Utilizing 3D Coordinates for Molecular Property Prediction1 Dec 2020 0 repositories listed
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Learning Invariances in Neural Networks from Training Data1 Dec 2020 0 repositories listed
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Gaussian Process Molecule Property Prediction with FlowMO2 Oct 2020 0 repositories listed
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Graph Neural Network Architecture Search for Molecular Property Prediction27 Aug 2020 0 repositories listed
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A Multiscale Graph Convolutional Network Using Hierarchical Clustering22 Jun 2020 0 repositories listed
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Meta-Learning GNN Initializations for Low-Resource Molecular Property Prediction12 Jun 2020 0 repositories listed
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Enforcing Predictive Invariance across Structured Biomedical Domains6 Jun 2020 0 repositories listed
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Multi-View Graph Neural Networks for Molecular Property Prediction17 May 2020 0 repositories listed
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Neural Message Passing on High Order Paths24 Feb 2020 0 repositories listed
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Evaluating Scalable Uncertainty Estimation Methods for DNN-Based Molecular Property Prediction7 Oct 2019 0 repositories listed
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All SMILES Variational Autoencoder for Molecular Property Prediction and Optimization25 Sep 2019 0 repositories listed
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Site-specific graph neural network for predicting protonation energy of oxygenate molecules18 Sep 2019 0 repositories listed
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Gated Graph Recursive Neural Networks for Molecular Property Prediction31 Aug 2019 0 repositories listed
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Incidence Networks for Geometric Deep Learning27 May 2019 0 repositories listed
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Uncertainty quantification of molecular property prediction with Bayesian neural networks20 Mar 2019 0 repositories listed
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Uncertainty quantification of molecular property prediction using Bayesian neural network models19 Nov 2018 0 repositories listed
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PotentialNet for Molecular Property Prediction12 Mar 2018 0 repositories listed
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10 Nov 2016 0 repositories listed