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Double Descent Optimization Pattern and Aliasing: Caveats of Noisy Labels

Jun 03, 2021
Florian Dubost, Khaled Kamal Saab, Erin Hong, Daniel Yang Fu, Max Pike, Siddharth Sharma, Siyi Tang, Nandita Bhaskhar, Christopher Lee-Messer, Daniel 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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Inaccurate Supervision of Neural Networks with Incorrect Labels: Application to Epilepsy

Dec 01, 2020
Florian Dubost, Erin Hong, Daniel Y Fu, Nandita Bhaskhar, Siyi Tang, Khaled Saab, Jared Dunnmon, Daniel Rubin, Christopher Lee-Messer

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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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Pose-Invariant Object Recognition for Event-Based Vision with Slow-ELM

Mar 19, 2019
Rohan Ghosh, Siyi Tang, Mahdi Rasouli, Nitish Thakor, Sunil Kukreja

* Appeared in 25th International Conference on Artificial Neural Networks (ICANN), Barcelona, Spain 

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Spatiotemporal Feature Learning for Event-Based Vision

Mar 16, 2019
Rohan Ghosh, Anupam Gupta, Siyi Tang, Alcimar Soares, Nitish Thakor

* Submitted to IEEE Transactions in Neural Networks and Learning Systems 

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