most citedGraph Retrieval-Augmented Generation: A Survey

26 citations · 47 across the 10 of their papers we have counts for

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cs.LG2024

Transferable and Forecastable User Targeting Foundation Model

Bin Dou, Baokun Wang, Yun Zhu +11

User targeting, the process of selecting targeted users from a pool of candidates for non-expert marketers, has garnered substantial attention with the advancements in digital mark…

cs.LG2024

GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs

Yun Zhu, Haizhou Shi, Xiaotang Wang +5

Recently, research on Text-Attributed Graphs (TAGs) has gained significant attention due to the prevalence of free-text node features in real-world applications and the advancement…

cs.LG2024

E-CGL: An Efficient Continual Graph Learner

Jianhao Guo, Zixuan Ni, Yun Zhu +1

Continual learning has emerged as a crucial paradigm for learning from sequential data while preserving previous knowledge. In the realm of continual graph learning, where graphs c…

cs.LG2024

Graph Triple Attention Network: A Decoupled Perspective

Xiaotang Wang, Yun Zhu, Haizhou Shi +2

Graph Transformers (GTs) have recently achieved significant success in the graph domain by effectively capturing both long-range dependencies and graph inductive biases. However, t…

cs.LG2024

UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks

Xiaotang Wang, Yun Zhu, Haizhou Shi +2

In the graph domain, deep graph networks based on Message Passing Neural Networks (MPNNs) or Graph Transformers often cause over-smoothing of node features, limiting their expressi…

cs.LG2023★ 21 cited

GraphControl: Adding Conditional Control to Universal Graph Pre-trained Models for Graph Domain Transfer Learning

Yun Zhu, Yaoke Wang, Haizhou Shi +3

Graph-structured data is ubiquitous in the world which models complex relationships between objects, enabling various Web applications. Daily influxes of unlabeled graph data on th…