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heterophilous graph

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Co-occurring keywords · papers mentioning both

graph neural network (9) node classification (6) information aggregation (1) low-pass filtering (1) graph filter (1) high-pass filtering (1) multi-view graph clustering (1) homophily degree (1) multi-granular aggregation (1) homophily measure (1)

Papers

GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs AAAI 2025 Heterophily-Aware Personalized PageRank for Node Classification IJCAI 2025 Learning Laplacian Positional Encodings for Heterophilous Graphs AISTATS 2025 Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph Clustering AAAI 2024 A critical look at the evaluation of GNNs under heterophily: Are we really making progress? ICLR 2023 Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond NeurIPS 2023 LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings NeurIPS 2023 Predicting Global Label Relationship Matrix for Graph Neural Networks under Heterophily NeurIPS 2023 Unleashing the Power of High-pass Filtering in Continuous Graph Neural Networks ACML 2023 Simplified Graph Convolution with Heterophily NeurIPS 2022