Deep learning for multivariate time series imputation: A survey

J Wang, W Du, W Cao, K Zhang, W Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
The ubiquitous missing values cause the multivariate time series data to be partially
observed, destroying the integrity of time series and hindering the effective time series data …

RedCore: Relative Advantage Aware Cross-Modal Representation Learning for Missing Modalities with Imbalanced Missing Rates

J Sun, X Zhang, S Han, YP Ruan, T Li - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Multimodal learning is susceptible to modality missing, which poses a major obstacle for its
practical applications and, thus, invigorates increasing research interest. In this paper, we …