×
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 ...
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 ...