Abstract: Highlights•Introduces Tensorial Multiview Low-Rank High-Order Graph Learning for enhanced UDA.•Leverages augmented masking techniques for robust domain-invariant feature generation.•Construct high-order graph with inter-view consistency and inter-class separability.•Demonstrates superior domain alignment and generalization across diverse domains.
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