Jingyuan Zhang

PhD student, Institute of Software Chinese Academy of Sciences, University of Chinese Academy of Sciences

1 paper at NeurIPS 2025

Homepage· OpenReview· Semantic Scholar· Google Scholar

Poster Session 1

1 paper

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Restricted Global-Aware Graph Filters Bridging GNNs and Transformer for Node Classification

#3813 · Jingyuan Zhang, Xin Wang, Lei Yu, Zhirong Huang, Li Yang, Fengjun Zhang

Transformers fall short of surpassing the performance ceiling of GNNs, but introducing appropriate constraints can effectively enhance the generalization of GNNs.