Improving Medical Predictions by Irregular Multimodal Electronic Health
Records Modeling

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Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling

International Conference on Machine Learning (ICML), 2022

18 October 2022

Zhiyu Zoey Chen

Linda R. Petzold

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Papers citing "Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling"

12 / 12 papers shown

Title
Cross-Modal Alignment via Variational Copula Modelling Feng Wu Tsai Hor Chan Fuying Wang Guosheng Yin Lequan Yu 96 0 0 05 Nov 2025
Amplifying Prominent Representations in Multimodal Learning via Variational Dirichlet Process Tsai Hor Chan Feng Wu Yihang Chen Guosheng Yin Lequan Yu 141 0 0 23 Oct 2025
Multimodal Disease Progression Modeling via Spatiotemporal Disentanglement and Multiscale Alignment Chen Liu Wenfang Yao Kejing Yin William K. Cheung Jing Qin 96 0 0 13 Oct 2025
Guiding Mixture-of-Experts with Temporal Multimodal Interactions Xing Han Hsing-Huan Chung Joydeep Ghosh Paul Liang Suchi Saria MoE 211 0 0 30 Sep 2025
OASIS: Harnessing Diffusion Adversarial Network for Ocean Salinity Imputation using Sparse Drifter Trajectories Bo Li Yingqi Feng Ming Jin Xin-Yang Zheng Yufei Tang ... Qinghua Lu Jingwei Yao Shirui Pan H. Zhang Xingquan Zhu DiffM 84 1 0 29 Aug 2025
MIRA: Medical Time Series Foundation Model for Real-World Health Data Hao Li Bowen Deng Chang Xu Zhiyuan Feng Viktor Schlegel ... Yizheng Sun Jingyuan Sun Kailai Yang Yiyao Yu Jiang Bian AI4TS OOD AI4CE 301 2 0 09 Jun 2025
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records AnalysisAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Fuying Wang Feng Wu Yihan Tang Lequan Yu AI4TS 361 3 0 01 Nov 2024
Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray GenerationNeural Information Processing Systems (NeurIPS), 2024 Wenfang Yao Chen Liu Kejing Yin W. K. Cheung Jing Qin 169 4 0 23 Oct 2024
Irregularity-Informed Time Series Analysis: Adaptive Modelling of Spatial and Temporal DynamicsInternational Conference on Information and Knowledge Management (CIKM), 2024 Liangwei Nathan Zheng Zhengyang Li Chang George Dong Wei Emma Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 258 8 0 16 Oct 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction Muhao Xu Zhenfeng Zhu Youru Li Shuai Zheng Yawei Zhao Kunlun He Yao Zhao 161 4 0 17 Jun 2024
Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning Chun-Kai Huang Yi-Hsien Hsieh Ta-Jung Chien Li-Cheng Chien Shao-Hua Sun T. Su J. Kao Che Lin AI4TS 211 2 0 26 May 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion Xing Han Huy Nguyen Carl Harris Nhat Ho Suchi Saria MoE 360 45 0 05 Feb 2024