"message-passing neural networks" Papers

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On the Expressive Power of Sparse Geometric MPNNs

Yonatan Sverdlov, Nadav Dym

ICLR 2025arXiv:2407.02025
6
citations

KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning

Junnan Liu, Qianren Mao, Weifeng Jiang et al.

ICML 2024arXiv:2409.12865
5
citations

On dimensionality of feature vectors in MPNNs

César Bravo, Alexander Kozachinskiy, Cristobal Rojas

ICML 2024arXiv:2402.03966
8
citations

Scene Graph Generation Strategy with Co-occurrence Knowledge and Learnable Term Frequency

Hyeongjin Kim, Sangwon Kim, Dasom Ahn et al.

ICML 2024arXiv:2405.12648
7
citations

Verifying message-passing neural networks via topology-based bounds tightening

Christopher Hojny, Shiqiang Zhang, Juan Campos et al.

ICML 2024arXiv:2402.13937
14
citations