Learning Tree-Structured Composition of Data Augmentation Aug 26, 2024 Contrastive Learning Data Augmentation
Code Code Available 5 Large Engagement Networks for Classifying Coordinated Campaigns and Organic Twitter Trends Mar 1, 2025 Classification 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 Learning Deep Graph Representations via Convolutional Neural Networks Apr 5, 2020 General Classification Graph Classification
Code Code Available 5 An End-to-End Deep Learning Architecture for Graph Classification Apr 29, 2018 Deep Learning General Classification
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 Bayesian graph convolutional neural networks for semi-supervised classification Nov 27, 2018 Classification General Classification
Code Code Available 5 k-hop Graph Neural Networks Jul 13, 2019 General Classification Graph Classification
Code Code Available 5 Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization Aug 3, 2024 Contrastive Learning Data Augmentation
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 Learnable Hypergraph Laplacian for Hypergraph Learning Jun 12, 2021 Graph Classification Node Classification
Code Code Available 5 Learning Universal Adversarial Perturbations with Generative Models Aug 17, 2017 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 Graph Capsule Convolutional Neural Networks May 21, 2018 Deep Learning General 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 Decimated Framelet System on Graphs and Fast G-Framelet Transforms Dec 12, 2020 Graph Classification Graph Representation Learning
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 Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure Sep 28, 2022 counterfactual Graph Classification
Code Code Available 5 DDGK: Learning Graph Representations for Deep Divergence Graph Kernels Apr 21, 2019 Feature Engineering Graph Attention
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 GraphAttacker: A General Multi-Task GraphAttack Framework Jan 18, 2021 General Classification Generative Adversarial Network
Code Code Available 5 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 5 Improving Subgraph-GNNs via Edge-Level Ego-Network Encodings Dec 10, 2023 Graph Classification Graph Regression
Code Code Available 5 Incorporating Heterophily into Graph Neural Networks for Graph Classification Mar 15, 2022 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 GraKeL: A Graph Kernel Library in Python Jun 6, 2018 Clustering General Classification
Code Code Available 5 Network Classification Based Structural Analysis of Real Networks and their Model-Generated Counterparts Oct 19, 2018 BIG-bench Machine Learning Graph Classification
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 Analysis and Approximate Inference of Large Random Kronecker Graphs Jun 14, 2023 Graph Classification Recommendation Systems
Code Code Available 5 ImageNet Classification with Deep Convolutional Neural Networks Dec 1, 2012 General Classification GPU
Code Code Available 5 Identity Inference on Blockchain using Graph Neural Network Apr 14, 2021 Graph Classification Graph Mining
Code Code Available 5 Data-Driven Learning of Geometric Scattering Networks Oct 6, 2020 Descriptive Graph Classification
Code Code Available 5 Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Jul 4, 2019 Graph Classification Graph Representation Learning
Code Code Available 5 DAGPrompT: Pushing the Limits of Graph Prompting with a Distribution-aware Graph Prompt Tuning Approach Jan 25, 2025 General Knowledge Graph Classification
Code Code Available 5 HyperAggregation: Aggregating over Graph Edges with Hypernetworks Jul 16, 2024 Graph Classification Graph Regression
Code Code Available 5 GNN-LoFI: a Novel Graph Neural Network through Localized Feature-based Histogram Intersection Jan 17, 2024 Graph Classification Graph Neural Network
Code Code Available 5 DAGCN: Dual Attention Graph Convolutional Networks Apr 4, 2019 General Classification Graph Classification
Code Code Available 5 Curvature-based Pooling within Graph Neural Networks Aug 31, 2023 Graph Classification
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 Hyperparameter-free and Explainable Whole Graph Embedding Aug 4, 2021 Graph Classification Graph Embedding
Code Code Available 5 Kernel Graph Convolutional Neural Networks Oct 29, 2017 General Classification Graph Classification
Code Code Available 5 Global Weisfeiler-Lehman Graph Kernels Mar 7, 2017 General Classification Graph Classification
Code Code Available 5 Cross-Domain Few-Shot Graph Classification Jan 20, 2022 Classification Cross-Domain Few-Shot
Code Code Available 5 Cross-Context Backdoor Attacks against Graph Prompt Learning May 28, 2024 Backdoor Attack Computational Efficiency
Code Code Available 5 Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling Oct 24, 2019 Graph Classification Representation Learning
Code Code Available 5 Higher-order Clustering and Pooling for Graph Neural Networks Sep 2, 2022 Clustering Graph Classification
Code Code Available 5 Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees May 7, 2022 Graph Classification Node 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 Counterfactual Explanations for Graph Classification Through the Lenses of Density Jul 27, 2023 counterfactual Counterfactual Explanation
Code Code Available 5 