ArXiv TLDR

Ziyu Guan

2 papers · Latest:

Empowering Heterogeneous Graph Foundation Models via Decoupled Relation Alignment

DRSA enhances heterogeneous graph foundation models by decoupling feature semantics from relation structures, preventing "Type Collapse" and "Relation Confusion."

2605.00731
Machine Learning

Are Independently Estimated View Uncertainties Comparable? Unified Routing for Trusted Multi-View Classification

TMUR introduces unified routing to address comparability issues in independently estimated view uncertainties for trusted multi-view classification.

2604.09288

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