2 papers
cs.CV2026
Multimodal Structure Learning: Disentangling Shared and Specific Topology via Cross-Modal Graphical Lasso
Fei Wang, Yutong Zhang, Xiong Wang
Learning interpretable multimodal representations inherently relies on uncovering the conditional dependencies between heterogeneous features. However, sparse graph estimation tech…
cs.CV2025
SMART: Semantic Matching Contrastive Learning for Partially View-Aligned Clustering
Liang Peng, Yixuan Ye, Cheng Liu +5
Multi-view clustering has been empirically shown to improve learning performance by leveraging the inherent complementary information across multiple views of data. However, in rea…