"graph convolution" Papers

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Let Your Features Tell The Differences: Understanding Graph Convolution By Feature Splitting

Yilun Zheng, Xiang Li, Sitao Luan et al.

ICLR 2025poster

STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation

Cong Xu, Yunhang He, Jun Wang et al.

AAAI 2025paperarXiv:2412.11729

CKGConv: General Graph Convolution with Continuous Kernels

Liheng Ma, Soumyasundar Pal, Yitian Zhang et al.

ICML 2024posterarXiv:2404.13604

Feature Distribution on Graph Topology Mediates the Effect of Graph Convolution: Homophily Perspective

Soo Yong Lee, Sunwoo Kim, Fanchen Bu et al.

ICML 2024posterarXiv:2402.04621

Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data

Yucheng Wang, Yuecong Xu, Jianfei Yang et al.

AAAI 2024paperarXiv:2309.05305

Graph Attention Retrospective

Kimon Fountoulakis, Amit Levi, Shenghao Yang et al.

ICML 2024posterarXiv:2202.13060

PC-Conv: Unifying Homophily and Heterophily with Two-Fold Filtering

Bingheng Li, Erlin Pan, Zhao Kang

AAAI 2024paperarXiv:2312.14438