May 3, 2024 · We propose SlotGAT with separate message passing processes in slots, one for each node type, to maintain the representations in their own node-type feature ...
We propose a novel slot-based heterogeneous graph neural network model SlotGAT for heterogeneous graphs. • We develop a new slot-based message passing mechanism ...
May 3, 2024 · We propose a novel slot-based heterogeneous graph neural network model SlotGAT for heterogeneous graphs. • We develop a new slot-based message ...
Jul 23, 2023 · Our analysis indicates that the slots in SlotGAT can preserve different semantics in various feature spaces. The superiority of SlotGAT is ...
This work identifies a potential semantic mixing issue in existing message passing processes, and proposes SlotGAT with separate message passing processes ...
SlotGAT: Slot-based Message Passing for Heterogeneous Graphs. Published in International Conference on Machine Learning, 2023 ...
May 5, 2024 · To address this, the paper proposes the SlotGAT model, which uses separate message passing processes for each node type to maintain their ...
SlotGAT: Slot-based Message Passing for Heterogeneous Graphs
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To address the issue, we propose SlotGAT with separate message passing processes in slots, one for each node type, to maintain the representations in their own ...
SlotGAT: Slot-based Message Passing for Heterogeneous Graphs. / Zhou, Ziang; Shi, Jieming; Yang, Renchi et al. Proceedings of Machine Learning Research: ICML.
May 6, 2024 · SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network. Heterogeneous graphs are ubiquitous to model complex data. There ...