Author

Aizierguli Yusufu

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Open access Jul 2026

RAPC: Relation Answer Space Prototype Calibration for Multimodal Knowledge Graph Completion

Results show that relation-level historical answer distributions provide useful explicit evidence for top-ranked entity prediction, and propose RAPC, a Relation Answer Space Prototype Calibration framework.

Shuhan Wang, Aizihairijiang Yusufu, Jiang Liu et al. · Applied Sciences · 0 citations

Open access Aug 2026

Image–Text Multimodal Sentiment Analysis with Large Model-Generated Descriptive Semantics and Difference-Aware Gated Fusion

Experimental results on the MVSA-Single and MVSA-Multiple datasets show that the proposed method improves performance in image–text multimodal sentiment classification, thereby validating the effectiveness of combining semantic enhancement with difference-aware modeling.

Hengyuan Zhang, Aizihaierjiang Yusufu, Jiang Liu et al. · Electronics · 0 citations