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neighborhood aggregation

39 papers

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Papers

Commute Graph Neural Networks ICML 2025 Dynamic Neighborhood Modeling via Node-Subgraph Contrastive Learning for Graph-Based Fraud Detection AAAI 2025 Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective ICLR 2025 NAAST-GNN: Neighborhood Adaptive Aggregation and Spectral Tuning for Graph Anomaly Detection IJCAI 2025 Trust-GRS: A Trustworthy Training Framework for Graph Neural Network Based Recommender Systems Against Shilling Attacks AAAI 2025 Understanding the Effect of GCN Convolutions in Regression Tasks AISTATS 2025 Deep Graph Neural Networks via Posteriori-Sampling-based Node-Adaptative Residual Module NeurIPS 2024 GATE: How to Keep Out Intrusive Neighbors ICML 2024 IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors NeurIPS 2024 MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images ICLR 2024 Structural Information Enhanced Graph Representation for Link Prediction AAAI 2024 Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information EMNLP 2023 Cycle to Clique (Cy2C) Graph Neural Network: A Sight to See beyond Neighborhood Aggregation ICLR 2023 FTM: A Frame-Level Timeline Modeling Method for Temporal Graph Representation Learning AAAI 2023 GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning Benchmarks ICML 2023 LA-Net: Landmark-Aware Learning for Reliable Facial Expression Recognition under Label Noise ICCV 2023 NAGphormer: A Tokenized Graph Transformer for Node Classification in Large Graphs ICLR 2023 PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation ICML 2023 Progressive Neighborhood Aggregation for Semantic Segmentation Refinement AAAI 2023 Finding Global Homophily in Graph Neural Networks When Meeting Heterophily ICML 2022 Local Augmentation for Graph Neural Networks ICML 2022 Adaptive Diffusion in Graph Neural Networks NeurIPS 2021 Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks ICML 2021 Domain Adaptation With Auxiliary Target Domain-Oriented Classifier CVPR 2021 Meta-Aggregator: Learning To Aggregate for 1-Bit Graph Neural Networks ICCV 2021