Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available 5 Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Jun 16, 2020 Graph Classification Graph Neural Network
Code Code Available 5 Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available 5 Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available 5 Graph Contrastive Learning with Cohesive Subgraph Awareness Jan 31, 2024 Contrastive Learning Graph Classification
Code Code Available 5 InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization Jul 31, 2019 Graph Classification Molecular Property Prediction
Code Code Available 5 Graph Attention Networks Oct 30, 2017 Document Classification Graph Attention
Code Code Available 5 Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
Code Code Available 5 Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available 5 Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available 5 GOT: An Optimal Transport framework for Graph comparison Jun 5, 2019 Graph Classification
Code Code Available 5 A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available 5 Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer Proxies Oct 26, 2020 General Classification Graph Classification
Code Code Available 5 Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance Jun 5, 2023 Graph Classification Graph Regression
Code Code Available 5 A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available 5 Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks Dec 1, 2020 General Classification Graph Classification
Code Code Available 5 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available 5 Line Graph Neural Networks for Link Prediction Oct 20, 2020 Classification General Classification
Code Code Available 5 Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available 5 Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available 5 CIN++: Enhancing Topological Message Passing Jun 6, 2023 Graph Classification Graph Regression
Code Code Available 5 CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available 5 Masked Relation Learning for DeepFake Detection Feb 27, 2023 Binary Classification DeepFake Detection
Code Code Available 5 Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks Jul 3, 2021 Combinatorial Optimization Graph Classification
Code Code Available 5 Memory-Based Graph Networks Feb 21, 2020 Graph Classification regression
Code Code Available 5 Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available 5 Graph Autoencoder for Graph Compression and Representation Learning Mar 4, 2021 Data Compression Graph Classification
Code Code Available 5 Graph Cross Networks with Vertex Infomax Pooling Oct 5, 2020 Classification General Classification
Code Code Available 5 GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available 5 Gated Graph Sequence Neural Networks Nov 17, 2015 Drug Discovery Graph Classification
Code Code Available 5 Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available 5 A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Jun 13, 2024 Graph Classification Graph Regression
Code Code Available 5 COPT: Coordinated Optimal Transport for Graph Sketching Mar 9, 2020 Graph Classification
Code Code Available 5 Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available 5 Adapting Membership Inference Attacks to GNN for Graph Classification: Approaches and Implications Oct 17, 2021 Graph Classification Inference Attack
Code Code Available 5 GNNExplainer: Generating Explanations for Graph Neural Networks Mar 10, 2019 BIG-bench Machine Learning Explainable artificial intelligence
Code Code Available 5 Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns Dec 21, 2023 Graph Classification Graph Learning
Code Code Available 5 graph2vec: Learning Distributed Representations of Graphs Jul 17, 2017 Clustering General Classification
Code Code Available 5 Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available 5 Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available 5 Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available 5 Graph Backdoor Jun 21, 2020 Backdoor Attack Descriptive
Code Code Available 5 Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available 5 Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available 5 Graph Inductive Biases in Transformers without Message Passing May 27, 2023 Graph Classification Graph Regression
Code Code Available 5 Contrastive Multi-View Representation Learning on Graphs Jun 10, 2020 General Classification Graph Classification
Code Code Available 5 DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available 5 Differentially Private Graph Classification with GNNs Feb 5, 2022 BIG-bench Machine Learning Classification
Code Code Available 5 Convergent Graph Solvers Jun 3, 2021 Graph Classification Graph Neural Network
Code Code Available 5 Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Mar 20, 2022 Graph Classification Graph Learning
Code Code Available 5 