A principled framework for explainable multimodal disentanglement

Z Han, T Luo, H Fu, Q Hu, JT Zhou, C Zhang - Information Sciences, 2024‏ - Elsevier
Learning effective representations for data from multiple modalities is crucial in machine
learning. Recent efforts focus on learning latent representations that integrate information …

Deep Incomplete Multi-view Learning via Cyclic Permutation of VAEs

X Gao, J Pu - arxiv preprint arxiv:2502.11037, 2025‏ - arxiv.org
Multi-View Representation Learning (MVRL) aims to derive a unified representation from
multi-view data by leveraging shared and complementary information across views …