G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Feb 12, 2024 Common Sense Reasoning Graph Classification
Code Code Available 45 Molecular Fingerprints Are Strong Models for Peptide Function Prediction Jan 29, 2025 Graph Classification Graph Regression
Code Code Available 35 SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels Nov 24, 2017 Deep Learning General Classification
Code Code Available 35 Hypergraph Isomorphism Computation Jul 26, 2023 Community Detection Graph Classification
Code Code Available 25 Do Transformers Really Perform Bad for Graph Representation? Jun 9, 2021 Graph Classification Graph Property Prediction
Code Code Available 25 Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data May 8, 2024 EEG Graph Classification
Code Code Available 25 An end-to-end attention-based approach for learning on graphs Feb 16, 2024 Graph Classification Graph Regression
Code Code Available 25 One for All: Towards Training One Graph Model for All Classification Tasks Sep 29, 2023 All Graph Classification
Code Code Available 25 Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Feb 13, 2025 Graph Classification Graph Property Prediction
Code Code Available 25 Recipe for a General, Powerful, Scalable Graph Transformer May 25, 2022 Graph Classification Graph Property Prediction
Code Code Available 25 GraphMAE: Self-Supervised Masked Graph Autoencoders May 22, 2022 Contrastive Learning Graph Classification
Code Code Available 25 Gradformer: Graph Transformer with Exponential Decay Apr 24, 2024 Graph Classification Graph Neural Network
Code Code Available 25 CogDL: A Comprehensive Library for Graph Deep Learning Mar 1, 2021 Deep Learning Graph Classification
Code Code Available 25 Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning Oct 16, 2024 Graph Classification Graph Representation Learning
Code Code Available 25 Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT Apr 10, 2023 Community Detection Graph Classification
Code Code Available 25 Graph Neural Networks in TensorFlow and Keras with Spektral Jun 22, 2020 Deep Learning General Classification
Code Code Available 25 Identity-aware Graph Neural Networks Jan 25, 2021 Graph Classification Graph Property Prediction
Code Code Available 25 KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Jun 26, 2024 Graph Classification Graph Learning
Code Code Available 25 Towards Explanation for Unsupervised Graph-Level Representation Learning May 20, 2022 Decision Making Graph Classification
Code Code Available 25 Benchmarking Graph Neural Networks Mar 2, 2020 Benchmarking Graph Classification
Code Code Available 25 Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks May 17, 2023 Graph Classification Graph Representation Learning
Code Code Available 25 Optimal Transport for structured data with application on graphs May 23, 2018 Clustering Graph Classification
Code Code Available 25 DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available 15 A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available 15 DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available 15 Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available 15 AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available 15 A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available 15 Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available 15 BAGEL: A Benchmark for Assessing Graph Neural Network Explanations Jun 28, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available 15 AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning Jul 26, 2024 Graph Classification Knowledge Graphs
Code Code Available 15 DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available 15 Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Nov 5, 2022 Data Augmentation Graph Classification
Code Code Available 15 Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available 15 Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available 15 DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available 15 Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available 15 Convolutional Kernel Networks for Graph-Structured Data Mar 11, 2020 Graph Classification
Code Code Available 15 Deep Graph Mapper: Seeing Graphs through the Neural Lens Feb 10, 2020 Graph Classification Graph Representation Learning
Code Code Available 15 An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available 15 Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs Mar 10, 2020 BIG-bench Machine Learning Clustering
Code Code Available 15 Accurate Learning of Graph Representations with Graph Multiset Pooling Feb 23, 2021 Graph Classification Graph Clustering
Code Code Available 15 Adversarial Attacks on Graph Classification via Bayesian Optimisation Nov 4, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available 15 Convergent Graph Solvers Jun 3, 2021 Graph Classification Graph Neural Network
Code Code Available 15 Adversarial Attacks on Graph Classifiers via Bayesian Optimisation Dec 1, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available 15 COPT: Coordinated Optimal Transport for Graph Sketching Mar 9, 2020 Graph Classification
Code Code Available 15 Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available 15 Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available 15 Anonymous Walk Embeddings May 30, 2018 General Classification Graph Classification
Code Code Available 15 Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available 15