Shirui Pan

activity

20232025

most citedIntegrating Graphs with Large Language Models: Methods and Prospects

25 citations · 51 across the 5 of their papers we have counts for

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2 papers · 1 filter

cs.LG2025

$M^{2}$ LLM: Multi-view Molecular Representation Learning with Large Language Models

Jiaxin Ju, Yizhen Zheng, Huan Yee Koh +2

Accurate molecular property prediction is a critical challenge with wide-ranging applications in chemistry, materials science, and drug discovery. Molecular representation methods,…

cs.LG2023

PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection

Junjun Pan, Yixin Liu, Yizhen Zheng +1

Node-level graph anomaly detection (GAD) plays a critical role in identifying anomalous nodes from graph-structured data in various domains such as medicine, social networks, and e…

M2LLM: Multi-view Molecular Representation Learning with Large Language Models

PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection

$M^{2}$ LLM: Multi-view Molecular Representation Learning with Large Language Models