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Spatiotemporal Modeling of Multivariate Signals With Graph Neural Networks and Structured State Space Models


Nov 21, 2022
Siyi Tang, Jared A. Dunnmon, Liangqiong Qu, Khaled K. Saab, Christopher Lee-Messer, Daniel L. Rubin

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Automated Seizure Detection and Seizure Type Classification From Electroencephalography With a Graph Neural Network and Self-Supervised Pre-Training


Apr 16, 2021
Siyi Tang, Jared A. Dunnmon, Khaled Saab, Xuan Zhang, Qianying Huang, Florian Dubost, Daniel L. Rubin, Christopher Lee-Messer

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No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems


Nov 25, 2020
Nimit S. Sohoni, Jared A. Dunnmon, Geoffrey Angus, Albert Gu, Christopher Ré

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* 39 pages. Accepted as a conference paper at NeurIPS 2020 

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Data Valuation for Medical Imaging Using Shapley Value: Application on A Large-scale Chest X-ray Dataset


Oct 15, 2020
Siyi Tang, Amirata Ghorbani, Rikiya Yamashita, Sameer Rehman, Jared A. Dunnmon, James Zou, Daniel L. Rubin

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Assessing Robustness to Noise: Low-Cost Head CT Triage


Mar 29, 2020
Sarah M. Hooper, Jared A. Dunnmon, Matthew P. Lungren, Sanjiv Sam Gambhir, Christopher Ré, Adam S. Wang, Bhavik N. Patel

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* AI for Affordable Healthcare Workshop at ICLR 2020. First two authors have equal contribution; last two authors have equal contribution. Revision made to manuscript header according to workshop guidelines on 3/28/20 

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