Shirui Pan

most citedGraph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning

3 citations · 3 across the 2 of their papers we have counts for

collaborators

3 papers

cs.SI2025

Open-Set Cross-Network Node Classification via Unknown-Excluded Adversarial Graph Domain Alignment

Xiao Shen, Zhihao Chen, Shirui Pan +3

Existing cross-network node classification methods are mainly proposed for closed-set setting, where the source network and the target network share exactly the same label space. S…

cs.LG2024★ 3 cited

Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning

Man Wu, Xin Zheng, Qin Zhang +4

Graph learning plays a pivotal role and has gained significant attention in various application scenarios, from social network analysis to recommendation systems, for its effective…

cs.LG2024

ROG $_{P L}$ : Robust Open-Set Graph Learning via Region-Based Prototype Learning

Qin Zhang, Xiaowei Li, Jiexin Lu +4

Open-set graph learning is a practical task that aims to classify the known class nodes and to identify unknown class samples as unknowns. Conventional node classification methods…

Open-Set Cross-Network Node Classification via Unknown-Excluded Adversarial Graph Domain Alignment

Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning

ROGPL​: Robust Open-Set Graph Learning via Region-Based Prototype Learning

ROG $_{P L}$ : Robust Open-Set Graph Learning via Region-Based Prototype Learning