Multi-Modal Learning

TSAM: Towards Structure-aware Model for Multi-modal Knowledge Graph Completion featured image

TSAM: Towards Structure-aware Model for Multi-modal Knowledge Graph Completion

A structure-anchored multi-modal knowledge graph completion framework that unifies visual and textual tokens into a shared space and aligns both modalities toward structural …

avatar
Haoxuan Liang
•
APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty featured image

APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty

A noise-enhanced multi-modal knowledge graph completion framework that combines adaptive noise sampling with an attention penalty strategy to mitigate attention over-trust and …

avatar
Haoxuan Liang
•
LBMKGC: Large-Model-Driven Balanced Multi-Modal Knowledge Graph Completion featured image

LBMKGC: Large-Model-Driven Balanced Multi-Modal Knowledge Graph Completion

A large-model-driven framework for balanced multi-modal knowledge graph completion, combining SDXL-based visual completion, CLIP contrastive cross-modal alignment, and …

avatar
Haoxuan Liang
•