no code implementations • 24 May 2022 • Ben Zhang, Zhetong Dong, Junsong Zhang, Hongwei Lin
Inspired by the success of functional brain networks, we propose a novel framework for interpretability of deep neural networks, that is, the functional network.
1 code implementation • 4 Aug 2020 • Farah E. Shamout, Yiqiu Shen, Nan Wu, Aakash Kaku, Jungkyu Park, Taro Makino, Stanisław Jastrzębski, Duo Wang, Ben Zhang, Siddhant Dogra, Meng Cao, Narges Razavian, David Kudlowitz, Lea Azour, William Moore, Yvonne W. Lui, Yindalon Aphinyanaphongs, Carlos Fernandez-Granda, Krzysztof J. Geras
In order to verify performance in a real clinical setting, we silently deployed a preliminary version of the deep neural network at New York University Langone Health during the first wave of the pandemic, which produced accurate predictions in real-time.
2 code implementations • ACL 2019 • Yusu Qian, Urwa Muaz, Ben Zhang, Jae Won Hyun
Finally, we introduce a combination of data augmentation and our approach, and show that it outperforms existing strategies in all bias evaluation metrics.