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Transfer Knowledge from Natural Language to Electrocardiography: Can We Detect Cardiovascular Disease Through Language Models?


Jan 21, 2023
Jielin Qiu, William Han, Jiacheng Zhu, Mengdi Xu, Michael Rosenberg, Emerson Liu, Douglas Weber, Ding Zhao

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* EACL 2023 

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Curriculum Reinforcement Learning using Optimal Transport via Gradual Domain Adaptation


Oct 18, 2022
Peide Huang, Mengdi Xu, Jiacheng Zhu, Laixi Shi, Fei Fang, Ding Zhao

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* 36th Conference on Neural Information Processing Systems (NeurIPS 2022) 

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Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment


Oct 10, 2022
Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Franck Dernoncourt, Trung Bui, Zhaowen Wang, Bo Li, Ding Zhao, Hailin Jin

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Robustness Certification of Visual Perception Models via Camera Motion Smoothing


Oct 04, 2022
Hanjiang Hu, Zuxin Liu, Linyi Li, Jiacheng Zhu, Ding Zhao

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* CoRL 2022, 20 pages, 7 figures, 8 tables 

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An Empirical Exploration of Cross-domain Alignment between Language and Electroencephalogram


Aug 21, 2022
William Han, Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Douglas Weber, Bo Li, Ding Zhao

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GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction


Aug 10, 2022
Jiacheng Zhu, Jielin Qiu, Zhuolin Yang, Douglas Weber, Michael A. Rosenberg, Emerson Liu, Bo Li, Ding Zhao

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* Machine Learning for Healthcare 2022, JMLR Volume 182 
* 26 pages, Figure 13, Machine Learning for Healthcare 2022 

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MHMS: Multimodal Hierarchical Multimedia Summarization


Apr 07, 2022
Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Franck Dernoncourt, Trung Bui, Zhaowen Wang, Bo Li, Ding Zhao, Hailin Jin

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* 10 pages 

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PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task Regression


Mar 19, 2022
Jiacheng Zhu, Gregory Darnell, Agni Kumar, Ding Zhao, Bo Li, Xuanlong Nguyen, Shirley You Ren

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* 20 pages, 9 figures, accepted by CHIL 2022 

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