3 papers
cs.IR2026
Tensor Manifold-Based Graph-Vector Fusion for AI-Native Academic Literature Retrieval
Xing Wei, Yang Yu
The rapid development of large language models and AI agents has triggered a paradigm shift in academic literature retrieval, putting forward new demands for fine-grained, time-awa…
cs.AI2026
ELMM: Efficient Lightweight Multimodal Large Language Models for Multimodal Knowledge Graph Completion
Wei Huang, Peining Li, Meiyu Liang +7
Multimodal Knowledge Graphs (MKGs) extend traditional knowledge graphs by incorporating visual and textual modalities, enabling richer and more expressive entity representations. H…
cs.CV2024
A New Method to Capturing Compositional Knowledge in Linguistic Space
Jiahe Wan
Compositional understanding allows visual language models to interpret complex relationships between objects, attributes, and relations in images and text. However, most existing m…