Cover Image

Exploring the Potential of Large Language Models for Heterophilic Graphs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Yuxia, Li, Shujie, Fang, Yuan, Shi, Chuan
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence Computation and Language Social and Information Networks
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HeTGB: A Comprehensive Benchmark for Heterophilic Text-Attributed Graphs
by: Li, Shujie, et al.
Published: (2025)

Graph Machine Learning in the Era of Large Language Models (LLMs)
by: Wang, Shijie, et al.
Published: (2024)

Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph
by: Liang, Xujian, et al.
Published: (2025)

CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph
by: He, Silu, et al.
Published: (2023)

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

Representation Learning on Heterophilic Graph with Directional Neighborhood Attention
by: Lu, Qincheng, et al.
Published: (2024)

LPNL: Scalable Link Prediction with Large Language Models
by: Bi, Baolong, et al.
Published: (2024)

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?
by: Zhang, Zhongjian, et al.
Published: (2024)

HeroFilter: Adaptive Spectral Graph Filter for Varying Heterophilic Relations
by: Zhang, Shuaicheng, et al.
Published: (2025)

Utilizing Large Language Models to Identify Reddit Users Considering Vaping Cessation for Digital Interventions
by: Vuruma, Sai Krishna Revanth, et al.
Published: (2024)

An Investigation of Large Language Models for Real-World Hate Speech Detection
by: Guo, Keyan, et al.
Published: (2024)

Mobility-LLM: Learning Visiting Intentions and Travel Preferences from Human Mobility Data with Large Language Models
by: Gong, Letian, et al.
Published: (2024)

Similarity-based Neighbor Selection for Graph LLMs
by: Li, Rui, et al.
Published: (2024)

Semantic Evolvement Enhanced Graph Autoencoder for Rumor Detection
by: Tao, Xiang, et al.
Published: (2024)

Relational Prompt-based Pre-trained Language Models for Social Event Detection
by: Li, Pu, et al.
Published: (2024)

Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models
by: Teleki, Maria, et al.
Published: (2025)

Synergizing LLM Agents and Knowledge Graph for Socioeconomic Prediction in LBSN
by: Zhou, Zhilun, et al.
Published: (2024)

A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning
by: Yu, Xingtong, et al.
Published: (2024)

Don't Forget to Connect! Improving RAG with Graph-based Reranking
by: Dong, Jialin, et al.
Published: (2024)

Endowing Pre-trained Graph Models with Provable Fairness
by: Zhang, Zhongjian, et al.
Published: (2024)

Subgraph Retrieval Enhanced by Graph-Text Alignment for Commonsense Question Answering
by: Peng, Boci, et al.
Published: (2024)

Transit Pulse: Utilizing Social Media as a Source for Customer Feedback and Information Extraction with Large Language Model
by: Wang, Jiahao, et al.
Published: (2024)

GuideWalk: A Novel Graph-Based Word Embedding for Enhanced Text Classification
by: Mohammed, Sarmad N., et al.
Published: (2024)

Creating and Evaluating Code-Mixed Nepali-English and Telugu-English Datasets for Abusive Language Detection Using Traditional and Deep Learning Models
by: Pandey, Manish, et al.
Published: (2025)

SOLD: Sinhala Offensive Language Dataset
by: Ranasinghe, Tharindu, et al.
Published: (2022)

Deep Learning Based Cyberbullying Detection in Bangla Language
by: Nath, Sristy Shidul, et al.
Published: (2024)

Explainable Identification of Hate Speech towards Islam using Graph Neural Networks
by: Wasi, Azmine Toushik
Published: (2023)

EpiLLM: Unlocking the Potential of Large Language Models in Epidemic Forecasting
by: Gong, Chenghua, et al.
Published: (2025)

LangGFM: A Large Language Model Alone Can be a Powerful Graph Foundation Model
by: Lin, Tianqianjin, et al.
Published: (2024)

A Survey of Graph Meets Large Language Model: Progress and Future Directions
by: Li, Yuhan, et al.
Published: (2023)

Paid Voices vs. Public Feeds: Interpretable Cross-Platform Theme Modeling of Climate Discourse
by: Sudhoff, Samantha, et al.
Published: (2026)

Decoding Multilingual Topic Dynamics and Trend Identification through ARIMA Time Series Analysis on Social Networks: A Novel Data Translation Framework Enhanced by LDA/HDP Models
by: Jaballi, Samawel, et al.
Published: (2024)

GMLM: Bridging Graph Neural Networks and Language Models for Heterophilic Node Classification
by: Sinha, Aarush
Published: (2025)

Graph Fairness Learning under Distribution Shifts
by: Li, Yibo, et al.
Published: (2024)

Graph-based Confidence Calibration for Large Language Models
by: Li, Yukun, et al.
Published: (2024)

Bootstrapping Heterogeneous Graph Representation Learning via Large Language Models: A Generalized Approach
by: Gao, Hang, et al.
Published: (2024)

Large Language Models Can Infer Psychological Dispositions of Social Media Users
by: Peters, Heinrich, et al.
Published: (2023)

Microstructures and Accuracy of Graph Recall by Large Language Models
by: Wang, Yanbang, et al.
Published: (2024)

A Social Data-Driven System for Identifying Estate-related Events and Topics
by: Mu, Wenchuan, et al.
Published: (2025)

USE: Dynamic User Modeling with Stateful Sequence Models
by: Zhou, Zhihan, et al.
Published: (2024)