Evaluating Link Prediction Explanations for Graph Neural Networks Aug 3, 2023 Graph Classification Link Prediction
Code Code Available 5 Efficient Mixed Precision Quantization in Graph Neural Networks May 14, 2025 Graph Classification Node Classification
Code Code Available 5 Evolution of Graph Classifiers Oct 4, 2019 Graph Classification
Code Code Available 5 CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning May 30, 2022 Collaborative Filtering Graph Classification
Code Code Available 5 LCS Graph Kernel Based on Wasserstein Distance in Longest Common Subsequence Metric Space Dec 7, 2020 Graph Classification Graph Learning
Code Code Available 5 Efficient Automatic Machine Learning via Design Graphs Oct 21, 2022 AutoML Graph Classification
Code Code Available 5 Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness Perspective Apr 25, 2024 Graph Classification Graph Embedding
Code Code Available 5 Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral Embedding Oct 28, 2023 Graph Classification Graph Embedding
Code Code Available 5 Learnable Hypergraph Laplacian for Hypergraph Learning Jun 10, 2021 Graph Classification Node Classification
Code Code Available 5 edGNN: a Simple and Powerful GNN for Directed Labeled Graphs Apr 18, 2019 Graph Classification Graph Neural Network
Code Code Available 5 Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning Nov 5, 2023 Contrastive Learning Graph Classification
Code Code Available 5 Cell Attention Networks Sep 16, 2022 Graph Attention Graph Classification
Code Code Available 5 Edge Classification on Graphs: New Directions in Topological Imbalance Jun 17, 2024 Classification Edge Classification
Code Code Available 5 A Canonicalization Perspective on Invariant and Equivariant Learning May 28, 2024 Graph Classification Graph Embedding
Code Code Available 5 Kernel method for persistence diagrams via kernel embedding and weight factor Jun 12, 2017 Graph Classification Topological Data Analysis
Code Code Available 5 Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs Aug 17, 2024 Graph Classification Graph Neural Network
Code Code Available 5 Catch Causal Signals from Edges for Label Imbalance in Graph Classification Jan 3, 2025 Graph Classification
Code Code Available 5 Kernel Graph Convolutional Neural Networks Oct 29, 2017 General Classification Graph Classification
Code Code Available 5 k-hop Graph Neural Networks Jul 13, 2019 General Classification Graph Classification
Code Code Available 5 Learnable Hypergraph Laplacian for Hypergraph Learning Jun 12, 2021 Graph Classification Node Classification
Code Code Available 5 LightGCN: Evaluated and Enhanced Dec 17, 2023 Graph Classification Graph Representation Learning
Code Code Available 5 Generalized Equivariance and Preferential Labeling for GNN Node Classification Feb 23, 2021 Classification General Classification
Code Code Available 5 Interpretable Sparsification of Brain Graphs: Better Practices and Effective Designs for Graph Neural Networks Jun 26, 2023 Graph Classification
Code Code Available 5 Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs Apr 10, 2017 3D Object Classification 3D Point Cloud Classification
Code Code Available 5 Invariant embedding for graph classification Aug 18, 2019 Classification General Classification
Code Code Available 5 Capsule Graph Neural Network May 1, 2019 Graph Classification Graph Neural Network
Code Code Available 5 InfoGain Wavelets: Furthering the Design of Diffusion Wavelets for Graph-Structured Data Apr 8, 2025 Graph Classification
Code Code Available 5 IPC: A Benchmark Data Set for Learning with Graph-Structured Data May 15, 2019 Benchmarking Graph Classification
Code Code Available 5 DOTIN: Dropping Task-Irrelevant Nodes for GNNs Apr 28, 2022 Graph Classification Graph Learning
Code Code Available 5 DeepGCNs: Can GCNs Go as Deep as CNNs? Apr 7, 2019 3D Semantic Segmentation Graph Classification
Code Code Available 5 A Persistent Weisfeiler–Lehman Procedure for Graph Classification Jun 9, 2019 Classification General Classification
Code Code Available 5 Improving the interpretability of GNN predictions through conformal-based graph sparsification Apr 18, 2024 Classification Graph Classification
Code Code Available 5 Incorporating Heterophily into Graph Neural Networks for Graph Classification Mar 15, 2022 Classification Graph Classification
Code Code Available 5 BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction Apr 18, 2022 Attribute Graph Classification
Code Code Available 5 Improving Subgraph-GNNs via Edge-Level Ego-Network Encodings Dec 10, 2023 Graph Classification Graph Regression
Code Code Available 5 On the approximation capability of GNNs in node classification/regression tasks Jun 16, 2021 Clustering Graph Classification
Code Code Available 5 IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification Jul 22, 2019 Classification General Classification
Code Code Available 5 Distance Metric Learning for Graph Structured Data Feb 3, 2020 Computational Efficiency General Classification
Code Code Available 5 Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification May 11, 2019 Classification General Classification
Code Code Available 5 Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets May 4, 2025 Graph Classification text-classification
Code Code Available 5 A Novel Higher-order Weisfeiler-Lehman Graph Convolution Jul 1, 2020 Graph Classification
Code Code Available 5 DisenSemi: Semi-supervised Graph Classification via Disentangled Representation Learning Jul 19, 2024 Classification Graph Classification
Code Code Available 5 Imbalanced Graph Classification with Multi-scale Oversampling Graph Neural Networks May 8, 2024 Graph Classification Graph Learning
Code Code Available 5 Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization Mar 8, 2025 Graph Classification text-classification
Code Code Available 5 Identity Inference on Blockchain using Graph Neural Network Apr 14, 2021 Graph Classification Graph Mining
Code Code Available 5 ImageNet Classification with Deep Convolutional Neural Networks Dec 1, 2012 General Classification GPU
Code Code Available 5 Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing Aug 7, 2023 Generalization Bounds Graph Classification
Code Code Available 5 HyperAggregation: Aggregating over Graph Edges with Hypernetworks Jul 16, 2024 Graph Classification Graph Regression
Code Code Available 5 An explainability framework for cortical surface-based deep learning Mar 15, 2022 Anatomy Deep Learning
Code Code Available 5 Hunt For The Unique, Stable, Sparse And Fast Feature Learning On Graphs Dec 1, 2017 General Classification Graph Classification
Code Code Available 5 