G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Feb 12, 2024 Common Sense Reasoning Graph Classification
Code Code Available 4Molecular Fingerprints Are Strong Models for Peptide Function Prediction Jan 29, 2025 Graph Classification Graph Regression
Code Code Available 3SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels Nov 24, 2017 Deep Learning General Classification
Code Code Available 3Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Feb 13, 2025 Graph Classification Graph Property Prediction
Code Code Available 2Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning Oct 16, 2024 Graph Classification Graph Representation Learning
Code Code Available 2KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Jun 26, 2024 Graph Classification Graph Learning
Code Code Available 2Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data May 8, 2024 EEG Graph Classification
Code Code Available 2Gradformer: Graph Transformer with Exponential Decay Apr 24, 2024 Graph Classification Graph Neural Network
Code Code Available 2An end-to-end attention-based approach for learning on graphs Feb 16, 2024 Graph Classification Graph Regression
Code Code Available 2One for All: Towards Training One Graph Model for All Classification Tasks Sep 29, 2023 All Graph Classification
Code Code Available 2Hypergraph Isomorphism Computation Jul 26, 2023 Community Detection Graph Classification
Code Code Available 2Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks May 17, 2023 Graph Classification Graph Representation Learning
Code Code Available 2Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT Apr 10, 2023 Community Detection Graph Classification
Code Code Available 2Recipe for a General, Powerful, Scalable Graph Transformer May 25, 2022 Graph Classification Graph Property Prediction
Code Code Available 2GraphMAE: Self-Supervised Masked Graph Autoencoders May 22, 2022 Contrastive Learning Graph Classification
Code Code Available 2Towards Explanation for Unsupervised Graph-Level Representation Learning May 20, 2022 Decision Making Graph Classification
Code Code Available 2Do Transformers Really Perform Bad for Graph Representation? Jun 9, 2021 Graph Classification Graph Property Prediction
Code Code Available 2CogDL: A Comprehensive Library for Graph Deep Learning Mar 1, 2021 Deep Learning Graph Classification
Code Code Available 2Identity-aware Graph Neural Networks Jan 25, 2021 Graph Classification Graph Property Prediction
Code Code Available 2Graph Neural Networks in TensorFlow and Keras with Spektral Jun 22, 2020 Deep Learning General Classification
Code Code Available 2Benchmarking Graph Neural Networks Mar 2, 2020 Benchmarking Graph Classification
Code Code Available 2Optimal Transport for structured data with application on graphs May 23, 2018 Clustering Graph Classification
Code Code Available 2Improving the Effective Receptive Field of Message-Passing Neural Networks May 29, 2025 Graph Classification Graph Regression
Code Code Available 1Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck Feb 20, 2025 Graph Classification Graph Neural Network
Code Code Available 1Beyond Message Passing: Neural Graph Pattern Machine Jan 30, 2025 Graph Classification Graph Learning
Code Code Available 1Semi-Implicit Neural Ordinary Differential Equations Dec 15, 2024 Graph Classification Graph Learning
Code Code Available 1Training MLPs on Graphs without Supervision Dec 5, 2024 Fraud Detection Graph Classification
Code Code Available 1GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Nov 26, 2024 Graph Classification Graph Representation Learning
Code Code Available 1RAGraph: A General Retrieval-Augmented Graph Learning Framework Oct 31, 2024 Graph Classification Graph Learning
Code Code Available 1Vector-ICL: In-context Learning with Continuous Vector Representations Oct 8, 2024 Classification Graph Classification
Code Code Available 1AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning Jul 26, 2024 Graph Classification Knowledge Graphs
Code Code Available 1A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Jun 13, 2024 Graph Classification Graph Regression
Code Code Available 1How Interpretable Are Interpretable Graph Neural Networks? Jun 12, 2024 Graph Classification
Code Code Available 1PANDA: Expanded Width-Aware Message Passing Beyond Rewiring Jun 6, 2024 Graph Classification Graph Neural Network
Code Code Available 1Learning Long Range Dependencies on Graphs via Random Walks Jun 5, 2024 Graph Classification Graph Property Prediction
Code Code Available 1Spatio-Spectral Graph Neural Networks May 29, 2024 GPU Graph Classification
Code Code Available 1Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning May 26, 2024 Computational Efficiency Graph Classification
Code Code Available 1Perception-Inspired Graph Convolution for Music Understanding Tasks May 15, 2024 Graph Classification Graph Learning
Code Code Available 1CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available 1Graph Parsing Networks Feb 22, 2024 Graph Classification Graph Reconstruction
Code Code Available 1SimMLP: Training MLPs on Graphs without Supervision Feb 14, 2024 Fraud Detection Graph Classification
Code Code Available 1A Graph is Worth K Words: Euclideanizing Graph using Pure Transformer Feb 4, 2024 Decoder Graph Classification
Code Code Available 1Topology-Informed Graph Transformer Feb 3, 2024 Graph Classification Graph Regression
Code Code Available 1Graph Contrastive Learning with Cohesive Subgraph Awareness Jan 31, 2024 Contrastive Learning Graph Classification
Code Code Available 1View-based Explanations for Graph Neural Networks Jan 4, 2024 Graph Classification
Code Code Available 1Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns Dec 21, 2023 Graph Classification Graph Learning
Code Code Available 1Recurrent Distance Filtering for Graph Representation Learning Dec 3, 2023 Graph Classification Graph Representation Learning
Code Code Available 1Graph-level Representation Learning with Joint-Embedding Predictive Architectures Sep 27, 2023 Contrastive Learning Data Augmentation
Code Code Available 1Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark Sep 1, 2023 Graph Classification Graph Learning
Code Code Available 1TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems Aug 28, 2023 Collaborative Filtering Graph Classification
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