no code implementations • 30 Sep 2022 • Oswin So, Gongjie Li, Evangelos A. Theodorou, Molei Tao
Incorporating the Hamiltonian structure of physical dynamics into deep learning models provides a powerful way to improve the interpretability and prediction accuracy.
1 code implementation • 23 Dec 2019 • Billy Quarles, Gongjie Li, Veselin Kostov, Nader Haghighipour
Planets that orbit only one of the stars in stellar binary systems (i. e., circumstellar) are dynamically constrained to a limited range of orbital parameters and thus understanding conditions on their stability is of great importance in exoplanet searches.
Earth and Planetary Astrophysics Solar and Stellar Astrophysics
no code implementations • 7 Jun 2019 • Luyang Luo, Hao Chen, Xi Wang, Qi Dou, Huangjin Lin, Juan Zhou, Gongjie Li, Pheng-Ann Heng
In this paper, we propose to identify breast tumor in MRI by Cosine Margin Sigmoid Loss (CMSL) with deep learning (DL) and localize possible cancer lesion by COrrelation Attention Map (COAM) based on the learned features.