Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available Memory-Based Graph Networks Feb 21, 2020 Graph Classification regression
Code Code Available Deep Graph Mapper: Seeing Graphs through the Neural Lens Feb 10, 2020 Graph Classification Graph Representation Learning
Code Code Available Segmented Graph-Bert for Graph Instance Modeling Feb 9, 2020 Graph Classification Representation Learning
Code Code Available Graph Neural Distance Metric Learning with Graph-Bert Feb 9, 2020 Clustering Graph Classification
Code Code Available LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Feb 6, 2020 Collaborative Filtering Graph Classification
Code Code Available Structure-Feature based Graph Self-adaptive Pooling Jan 30, 2020 Graph Classification
Code Code Available Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis Jan 10, 2020 Functional Connectivity General Classification
Code Code Available A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available Hierarchical Graph Pooling with Structure Learning Nov 14, 2019 Graph Classification Graph Neural Network
Code Code Available Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization Jul 31, 2019 Graph Classification Molecular Property Prediction
Code Code Available Spectral Clustering with Graph Neural Networks for Graph Pooling Jun 30, 2019 Clustering Graph Classification
Code Code Available GOT: An Optimal Transport framework for Graph comparison Jun 5, 2019 Graph Classification
Code Code Available Strategies for Pre-training Graph Neural Networks May 29, 2019 Graph Classification Molecular Property Prediction
Code Code Available GNNExplainer: Generating Explanations for Graph Neural Networks Mar 10, 2019 BIG-bench Machine Learning Explainable artificial intelligence
Code Code Available Fast Graph Representation Learning with PyTorch Geometric Mar 6, 2019 GPU Graph Classification
Code Code Available Fake News Detection on Social Media using Geometric Deep Learning Feb 10, 2019 Common Sense Reasoning Deep Learning
Code Code Available Variational Recurrent Neural Networks for Graph Classification Feb 7, 2019 Classification General Classification
Code Code Available Streaming Graph Neural Networks Oct 24, 2018 Community Detection General Classification
Code Code Available How Powerful are Graph Neural Networks? Oct 1, 2018 General Classification Graph Classification
Code Code Available Hierarchical Graph Representation Learning with Differentiable Pooling Jun 22, 2018 General Classification Graph Classification
Code Code Available Anonymous Walk Embeddings May 30, 2018 General Classification Graph Classification
Code Code Available Graph Attention Networks Oct 30, 2017 Document Classification Graph Attention
Code Code Available graph2vec: Learning Distributed Representations of Graphs Jul 17, 2017 Clustering General Classification
Code Code Available Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available Modeling Relational Data with Graph Convolutional Networks Mar 17, 2017 Decoder General Classification
Code Code Available Semi-Supervised Classification with Graph Convolutional Networks Sep 9, 2016 Document Classification Drug Discovery
Code Code Available subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large Graphs Jun 29, 2016 Clustering Community Detection
Code Code Available Gated Graph Sequence Neural Networks Nov 17, 2015 Drug Discovery Graph Classification
Code Code Available Density-aware Walks for Coordinated Campaign Detection Jun 16, 2025 Graph Classification
Code Code Available Positional Encoding meets Persistent Homology on Graphs Jun 6, 2025 Graph Classification Graph Representation Learning
Code Code Available Weisfeiler and Leman Follow the Arrow of Time: Expressive Power of Message Passing in Temporal Event Graphs May 30, 2025 Graph Classification
— Unverified Graph Style Transfer for Counterfactual Explainability May 23, 2025 counterfactual Counterfactual Explanation
Code Code Available Scalable Graph Generative Modeling via Substructure Sequences May 22, 2025 Graph Classification Graph Learning
Code Code Available Addressing the Scarcity of Benchmarks for Graph XAI May 18, 2025 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
Code Code Available Schreier-Coset Graph Propagation May 15, 2025 Computational Efficiency Graph Classification
— Unverified Rhomboid Tiling for Geometric Graph Deep Learning May 14, 2025 Clustering Deep Learning
— Unverified Efficient Mixed Precision Quantization in Graph Neural Networks May 14, 2025 Graph Classification Node Classification
Code Code Available DPQ-HD: Post-Training Compression for Ultra-Low Power Hyperdimensional Computing May 8, 2025 Graph Classification
— Unverified Graffe: Graph Representation Learning via Diffusion Probabilistic Models May 8, 2025 Denoising Graph Classification
— Unverified Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets May 4, 2025 Graph Classification text-classification
Code Code Available Graph Fourier Transformer with Structure-Frequency Information Apr 28, 2025 Graph Classification Inductive Bias
Code Code Available GraphATC: advancing multilevel and multi-label anatomical therapeutic chemical classification via atom-level graph learning Apr 26, 2025 Drug ATC Classification Graph Classification
Code Code Available LGRPool: Hierarchical Graph Pooling Via Local-Global Regularisation Apr 11, 2025 Graph Classification
— Unverified InfoGain Wavelets: Furthering the Design of Diffusion Wavelets for Graph-Structured Data Apr 8, 2025 Graph Classification
Code Code Available AugWard: Augmentation-Aware Representation Learning for Accurate Graph Classification Mar 27, 2025 Diversity Drug Discovery
Code Code Available Deterministic Certification of Graph Neural Networks against Graph Poisoning Attacks with Arbitrary Perturbations Mar 24, 2025 Graph Classification
Code Code Available Graph-Level Label-Only Membership Inference Attack against Graph Neural Networks Mar 24, 2025 Graph Classification Inference Attack
— Unverified 