Language Models as Messengers: Enhancing Message Passing in Heterophilic Graph Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Cheng, Dawei, Wang, Wenjun, Guang, Mingjian |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dual-channel Heterophilic Message Passing for Graph Fraud Detection
by: Zhang, Wenxin, et al.
Published: (2025)
by: Zhang, Wenxin, et al.
Published: (2025)
Heterophilic Graph Neural Networks Optimization with Causal Message-passing
by: Wang, Botao, et al.
Published: (2024)
by: Wang, Botao, et al.
Published: (2024)
How Particle System Theory Enhances Hypergraph Message Passing
by: Ma, Yixuan, et al.
Published: (2025)
by: Ma, Yixuan, et al.
Published: (2025)
Enhancing Graph Representations with Neighborhood-Contextualized Message-Passing
by: Lim, Brian Godwin, et al.
Published: (2025)
by: Lim, Brian Godwin, et al.
Published: (2025)
Partitioning Message Passing for Graph Fraud Detection
by: Zhuo, Wei, et al.
Published: (2024)
by: Zhuo, Wei, et al.
Published: (2024)
Graph Unitary Message Passing
by: Qiu, Haiquan, et al.
Published: (2024)
by: Qiu, Haiquan, et al.
Published: (2024)
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
by: Wang, Kun, et al.
Published: (2024)
by: Wang, Kun, et al.
Published: (2024)
Graph Signal Adaptive Message Passing
by: Yan, Yi, et al.
Published: (2024)
by: Yan, Yi, et al.
Published: (2024)
ACMP: Allen-Cahn Message Passing with Attractive and Repulsive Forces for Graph Neural Networks
by: Wang, Yuelin, et al.
Published: (2022)
by: Wang, Yuelin, et al.
Published: (2022)
Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling
by: Ceni, Andrea, et al.
Published: (2025)
by: Ceni, Andrea, et al.
Published: (2025)
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering
by: Chen, Jianpeng, et al.
Published: (2024)
by: Chen, Jianpeng, et al.
Published: (2024)
Divergent Paths: Separating Homophilic and Heterophilic Learning for Enhanced Graph-level Representations
by: Lei, Han, et al.
Published: (2025)
by: Lei, Han, et al.
Published: (2025)
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
by: Lee, Minho, et al.
Published: (2024)
by: Lee, Minho, et al.
Published: (2024)
Beyond Message Passing: A Symbolic Alternative for Expressive and Interpretable Graph Learning
by: Geng, Chuqin, et al.
Published: (2026)
by: Geng, Chuqin, et al.
Published: (2026)
Inductive Subgraphs as Shortcuts: Causal Disentanglement for Heterophilic Graph Learning
by: Wang, Xiangmeng, et al.
Published: (2026)
by: Wang, Xiangmeng, et al.
Published: (2026)
Exploring the Potential of Large Language Models for Heterophilic Graphs
by: Wu, Yuxia, et al.
Published: (2024)
by: Wu, Yuxia, et al.
Published: (2024)
HeroFilter: Adaptive Spectral Graph Filter for Varying Heterophilic Relations
by: Zhang, Shuaicheng, et al.
Published: (2025)
by: Zhang, Shuaicheng, et al.
Published: (2025)
Next Level Message-Passing with Hierarchical Support Graphs
by: Vonessen, Carlos, et al.
Published: (2024)
by: Vonessen, Carlos, et al.
Published: (2024)
Towards Generalizability of Multi-Agent Reinforcement Learning in Graphs with Recurrent Message Passing
by: Weil, Jannis, et al.
Published: (2024)
by: Weil, Jannis, et al.
Published: (2024)
Symbolic Graph Intelligence: Hypervector Message Passing for Learning Graph-Level Patterns with Tsetlin Machines
by: Blakely, Christian D.
Published: (2025)
by: Blakely, Christian D.
Published: (2025)
Beyond Message Passing: Neural Graph Pattern Machine
by: Wang, Zehong, et al.
Published: (2025)
by: Wang, Zehong, et al.
Published: (2025)
HyperGraphX: Graph Transductive Learning with Hyperdimensional Computing and Message Passing
by: Cong, Guojing, et al.
Published: (2025)
by: Cong, Guojing, et al.
Published: (2025)
Unsupervised Graph Anomaly Detection via Multi-Hypersphere Heterophilic Graph Learning
by: Ni, Hang, et al.
Published: (2025)
by: Ni, Hang, et al.
Published: (2025)
GMLM: Bridging Graph Neural Networks and Language Models for Heterophilic Node Classification
by: Sinha, Aarush
Published: (2025)
by: Sinha, Aarush
Published: (2025)
Context-Driven Knowledge Graph Completion with Semantic-Aware Relational Message Passing
by: Li, Siyuan, et al.
Published: (2025)
by: Li, Siyuan, et al.
Published: (2025)
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs
by: Jing, Yonglin
Published: (2024)
by: Jing, Yonglin
Published: (2024)
Representation Learning on Heterophilic Graph with Directional Neighborhood Attention
by: Lu, Qincheng, et al.
Published: (2024)
by: Lu, Qincheng, et al.
Published: (2024)
GLANCE: Graph Logic Attention Network with Cluster Enhancement for Heterophilous Graph Representation Learning
by: Sun, Zhongtian, et al.
Published: (2025)
by: Sun, Zhongtian, et al.
Published: (2025)
Revisiting the Message Passing in Heterophilous Graph Neural Networks
by: Zheng, Zhuonan, et al.
Published: (2024)
by: Zheng, Zhuonan, et al.
Published: (2024)
'Si'multaneous 'S'patial-'T'emporal Message Passing for Dynamic Graph Representation Learning
by: Roy, Shubhajit, et al.
Published: (2026)
by: Roy, Shubhajit, et al.
Published: (2026)
Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic Graphs
by: Chen, Yuhan, et al.
Published: (2025)
by: Chen, Yuhan, et al.
Published: (2025)
Beyond Homophily: Community Search on Heterophilic Graphs
by: Sima, Qing, et al.
Published: (2026)
by: Sima, Qing, et al.
Published: (2026)
Training-Free Message Passing for Learning on Hypergraphs
by: Tang, Bohan, et al.
Published: (2024)
by: Tang, Bohan, et al.
Published: (2024)
MLGIB: Multi-Label Graph Information Bottleneck for Expressive and Robust Message Passing
by: Wu, Chaokai, et al.
Published: (2026)
by: Wu, Chaokai, et al.
Published: (2026)
GCN-MPPR: Enhancing the Propagation of Message Passing Neural Networks via Motif-Based Personalized PageRank
by: Wang, Mingcan, et al.
Published: (2026)
by: Wang, Mingcan, et al.
Published: (2026)
Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs
by: von Pichowski, Jan, et al.
Published: (2024)
by: von Pichowski, Jan, et al.
Published: (2024)
Clifford Group Equivariant Simplicial Message Passing Networks
by: Liu, Cong, et al.
Published: (2024)
by: Liu, Cong, et al.
Published: (2024)
BHyGNN+: Unsupervised Representation Learning for Heterophilic Hypergraphs
by: Ma, Tianyi, et al.
Published: (2026)
by: Ma, Tianyi, et al.
Published: (2026)
Leveraging Invariant Principle for Heterophilic Graph Structure Distribution Shifts
by: Yang, Jinluan, et al.
Published: (2024)
by: Yang, Jinluan, et al.
Published: (2024)
Public Transport Network Design for Equality of Accessibility via Message Passing Neural Networks and Reinforcement Learning
by: Wang, Duo, et al.
Published: (2024)
by: Wang, Duo, et al.
Published: (2024)
Similar Items
-
Dual-channel Heterophilic Message Passing for Graph Fraud Detection
by: Zhang, Wenxin, et al.
Published: (2025) -
Heterophilic Graph Neural Networks Optimization with Causal Message-passing
by: Wang, Botao, et al.
Published: (2024) -
How Particle System Theory Enhances Hypergraph Message Passing
by: Ma, Yixuan, et al.
Published: (2025) -
Enhancing Graph Representations with Neighborhood-Contextualized Message-Passing
by: Lim, Brian Godwin, et al.
Published: (2025) -
Partitioning Message Passing for Graph Fraud Detection
by: Zhuo, Wei, et al.
Published: (2024)