Rethinking the Promotion Brought by Contrastive Learning to Semi-Supervised Node Classification Dec 14, 2020 Contrastive Learning Graph Learning
— Unverified BiGCN: A Bi-directional Low-Pass Filtering Graph Neural Network Jan 14, 2021 Denoising Graph Neural Network
— Unverified Graph Convolutional Network For Semi-supervised Node Classification With Subgraph Sketching Apr 19, 2024 Classification Clustering
— Unverified A Non-negative Symmetric Encoder-Decoder Approach for Community Detection Dec 24, 2019 Clustering Community Detection
— Unverified Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Dec 11, 2022 Graph Attention Graph Classification
— Unverified Disentangled Hyperbolic Representation Learning for Heterogeneous Graphs Jun 14, 2024 Link Prediction Node Classification
— Unverified BHIN2vec: Balancing the Type of Relation in Heterogeneous Information Network Nov 26, 2019 Network Embedding Node Classification
— Unverified Anisotropic Graph Convolutional Network for Semi-supervised Learning Oct 20, 2020 Classification General Classification
— Unverified Graph Joint Attention Networks Sep 28, 2020 Benchmarking Graph Attention
— Unverified Dirichlet Energy Enhancement of Graph Neural Networks by Framelet Augmentation Nov 9, 2023 Node Classification
— Unverified BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing Dec 16, 2021 GPU Graph Property Prediction
— Unverified Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding May 23, 2025 Node Classification Representation Learning
— Unverified Beyond the Known: Novel Class Discovery for Open-world Graph Learning Mar 29, 2024 Graph Learning Graph Neural Network
— Unverified A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications Sep 22, 2017 Diversity Graph Embedding
— Unverified Directed hypergraph neural network Aug 9, 2020 General Classification Node Classification
— Unverified Directed Homophily-Aware Graph Neural Network May 28, 2025 Graph Neural Network Informativeness
— Unverified DiP-GNN: Discriminative Pre-Training of Graph Neural Networks Sep 15, 2022 Graph Neural Network Node Classification
— Unverified DINE: A Framework for Deep Incomplete Network Embedding Aug 9, 2020 General Classification Link Prediction
— Unverified Graph Infomax Adversarial Learning for Treatment Effect Estimation with Networked Observational Data Jun 5, 2021 Causal Inference Graph Learning
— Unverified Graph Information Matters: Understanding Graph Filters from Interaction Probability Sep 29, 2021 Graph Learning Node Classification
— Unverified Beyond Node Attention: Multi-Scale Harmonic Encoding for Feature-Wise Graph Message Passing May 21, 2025 Graph Neural Network Node Classification
— Unverified Dimensional Reweighting Graph Convolution Networks Sep 25, 2019 Node Classification
— Unverified Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs Jul 20, 2022 Anomaly Detection Node Classification
— Unverified Beyond Low-Pass Filters: Adaptive Feature Propagation on Graphs Mar 26, 2021 Node Classification
— Unverified Diffusion Probabilistic Models for Structured Node Classification Feb 21, 2023 Classification Node Classification
— Unverified Beyond Homophily with Graph Echo State Networks Oct 27, 2022 Classification Graph Classification
— Unverified Feature Transportation Improves Graph Neural Networks Jul 29, 2023 Node Classification
— Unverified Label Efficient Regularization and Propagation for Graph Node Classification Apr 19, 2022 Attribute Benchmarking
— Unverified Graph Inference Learning for Semi-supervised Classification Jan 17, 2020 Classification General Classification
— Unverified GraphiT: Efficient Node Classification on Text-Attributed Graphs with Prompt Optimized LLMs Feb 14, 2025 Node Classification
— Unverified Graph Neural Aggregation-diffusion with Metastability Mar 29, 2024 Node Classification
— Unverified Diffusion Based Network Embedding May 9, 2018 Network Embedding Node Classification
— Unverified GraphGAN: Generating Graphs via Random Walks Jan 1, 2018 Graph Generation Link Prediction
— Unverified Better Schedules for Low Precision Training of Deep Neural Networks Mar 4, 2024 Node Classification Quantization
— Unverified A Differential Geometric View and Explainability of GNN on Evolving Graphs Mar 11, 2024 Graph Classification Link Prediction
— Unverified GISExplainer: On Explainability of Graph Neural Networks via Game-theoretic Interaction Subgraphs Sep 24, 2024 Computational Efficiency Node Classification
— Unverified Differentiable Meta Multigraph Search with Partial Message Propagation on Heterogeneous Information Networks Nov 27, 2022 Neural Architecture Search Node Classification
— Unverified GraphFM: A Scalable Framework for Multi-Graph Pretraining Jul 16, 2024 Node Classification
— Unverified Graph-FCN for image semantic segmentation Jan 2, 2020 Deep Learning General Classification
— Unverified Analysis of the Spatio-temporal Dynamics of COVID-19 in Massachusetts via Spectral Graph Wavelet Theory Jul 28, 2022 Graph Attention Node Classification
— Unverified GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs Dec 8, 2020 Federated Learning General Classification
— Unverified GraphFM: Improving Large-Scale GNN Training via Feature Momentum Jun 14, 2022 Node Classification
— Unverified Devil's Hand: Data Poisoning Attacks to Locally Private Graph Learning Protocols Jun 11, 2025 Data Poisoning Graph Learning
— Unverified Determinate Node Selection for Semi-supervised Classification Oriented Graph Convolutional Networks Jan 11, 2023 Graph Neural Network Node Classification
— Unverified Analysis of Corrected Graph Convolutions May 22, 2024 Classification Node Classification
— Unverified Detecting Topology Attacks against Graph Neural Networks Apr 21, 2022 Node Classification
— Unverified Detecting Political Opinions in Tweets through Bipartite Graph Analysis: A Skip Aggregation Graph Convolution Approach Apr 22, 2023 Decision Making Graph Neural Network
— Unverified GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification Sep 29, 2021 Blocking Classification
— Unverified Graphfool: Targeted Label Adversarial Attack on Graph Embedding Feb 24, 2021 Adversarial Attack Classification
— Unverified Graph-Graph Similarity Network Jan 1, 2021 Classification General Classification
— Unverified 