Cover Image

Enhancing Homophily-Heterophily Separation: Relation-Aware Learning in Heterogeneous Graphs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zheng, Ziyu, Yang, Yaming, Guan, Ziyu, Zhao, Wei, Lu, Weigang
Format:	Preprint
Published:	2025
Subjects:	Social and Information Networks Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Empowering Heterogeneous Graph Foundation Models via Decoupled Relation Alignment
by: Zheng, Ziyu, et al.
Published: (2026)

Disentangling Homophily and Heterophily in Multimodal Graph Clustering
by: Guo, Zhaochen, et al.
Published: (2025)

Discrepancy-Aware Graph Mask Auto-Encoder
by: Zheng, Ziyu, et al.
Published: (2025)

Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification
by: Sun, Henan, et al.
Published: (2023)

Homophily Enhanced Graph Domain Adaptation
by: Fang, Ruiyi, et al.
Published: (2025)

When Heterophily Meets Heterogeneous Graphs: Latent Graphs Guided Unsupervised Representation Learning
by: Shen, Zhixiang, et al.
Published: (2024)

Beyond Single-Granularity Prompts: A Multi-Scale Chain-of-Thought Prompt Learning for Graph
by: Zheng, Ziyu, et al.
Published: (2025)

H-NeiFi: Non-Invasive and Consensus-Efficient Multi-Agent Opinion Guidance
by: Guo, Shijun, et al.
Published: (2025)

AdaGMLP: AdaBoosting GNN-to-MLP Knowledge Distillation
by: Lu, Weigang, et al.
Published: (2024)

HC-GST: Heterophily-aware Distribution Consistency based Graph Self-training
by: Wang, Fali, et al.
Published: (2024)

HW-GNN: Homophily-Aware Gaussian-Window Constrained Graph Spectral Network for Social Network Bot Detection
by: Liu, Zida, et al.
Published: (2025)

MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training
by: Zheng, Ziyu, et al.
Published: (2026)

Graph Domain Adaptation via Homophily-Agnostic Reconstructing Structure
by: Fang, Ruiyi, et al.
Published: (2026)

Revisiting Graph-Based Fraud Detection in Sight of Heterophily and Spectrum
by: Xu, Fan, et al.
Published: (2023)

Learning Individual Treatment Effects under Heterogeneous Interference in Networks
by: Zhao, Ziyu, et al.
Published: (2022)

Beyond Homophily: Community Search on Heterophilic Graphs
by: Sima, Qing, et al.
Published: (2026)

A Survey on Learning from Graphs with Heterophily: Recent Advances and Future Directions
by: Gong, Chenghua, et al.
Published: (2024)

AGMixup: Adaptive Graph Mixup for Semi-supervised Node Classification
by: Lu, Weigang, et al.
Published: (2024)

Truncated Affinity Maximization: One-class Homophily Modeling for Graph Anomaly Detection
by: Qiao, Hezhe, et al.
Published: (2023)

DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling
by: Mancini, K., et al.
Published: (2024)

Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
by: Platonov, Oleg, et al.
Published: (2022)

Handling Heterophily in Recommender Systems with Wavelet Hypergraph Diffusion
by: Sakong, Darnbi, et al.
Published: (2025)

Heterophily-Aware Graph Attention Network
by: Wang, Junfu, et al.
Published: (2023)

Cross-Domain Graph Anomaly Detection via Test-Time Training with Homophily-Guided Self-Supervision
by: Pirhayati, Delaram, et al.
Published: (2025)

Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design
by: Telyatnikov, Lev, et al.
Published: (2023)

Collaborative Interest-aware Graph Learning for Group Identification
by: Zhao, Rui, et al.
Published: (2025)

On the Cross-type Homophily of Heterogeneous Graphs: Understanding and Unleashing
by: Tao, Zhen, et al.
Published: (2025)

Homophily-aware Heterogeneous Graph Contrastive Learning
by: Wang, Haosen, et al.
Published: (2025)

Dynamic Homophily with Imperfect Recall: Modeling Resilience in Adversarial Networks
by: Alqithami, Saad
Published: (2025)

Gender Dynamics and Homophily in a Social Network of LLM Agents
by: Fadaei, Faezeh, et al.
Published: (2026)

Making Classic GNNs Strong Baselines Across Varying Homophily: A Smoothness-Generalization Perspective
by: Gu, Ming, et al.
Published: (2024)

Knowledge Homophily in Large Language Models
by: Sahu, Utkarsh, et al.
Published: (2025)

LAMP: Learnable Meta-Path Guided Adversarial Contrastive Learning for Heterogeneous Graphs
by: Li, Siqing, et al.
Published: (2024)

Crowdsourcing Fraud Detection over Heterogeneous Temporal MMMA Graph
by: Xu, Zequan, et al.
Published: (2023)

Incorporating Heterophily into Graph Neural Networks for Graph Classification
by: Yang, Jiayi, et al.
Published: (2022)

What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks
by: Zheng, Yilun, et al.
Published: (2024)

Balanced Multi-Relational Graph Clustering
by: Shen, Zhixiang, et al.
Published: (2024)

Metapath-based Hyperbolic Contrastive Learning for Heterogeneous Graph Embedding
by: Park, Jongmin, et al.
Published: (2025)

LATEX-GCL: Large Language Models (LLMs)-Based Data Augmentation for Text-Attributed Graph Contrastive Learning
by: Yang, Haoran, et al.
Published: (2024)

MotifGPL: Motif-Enhanced Graph Prototype Learning for Deciphering Urban Social Segregation
by: He, Tengfei, et al.
Published: (2024)