EINNs: Epidemiologically-informed Neural Networks

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EINNs: Epidemiologically-informed Neural Networks

AAAI Conference on Artificial Intelligence (AAAI), 2022

21 February 2022

Alexander Rodríguez

Naren Ramakrishnan

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Papers citing "EINNs: Epidemiologically-informed Neural Networks"

17 / 17 papers shown

Title
A Physics-Informed Neural Networks-Based Model Predictive Control Framework for $SIR$ Epidemics Aiping Zhong B. She Philip E. Paré PINN 136 0 0 06 Sep 2025
Simulation as Supervision: Mechanistic Pretraining for Scientific Discovery Carson Dudley Reiden Magdaleno Christopher Harding Marisa Eisenberg SyDa AI4CE 168 3 0 11 Jul 2025
A Survey of Physics-Informed AI for Complex Urban Systems En Xu Huandong Wang Yunke Zhang Sibo Li Yinzhou Tang ... Yuming Lin Yuan Yuan Xiaochen Fan Jingtao Ding Yong Li AI4CE 174 2 0 09 Jun 2025
Developing cholera outbreak forecasting through qualitative dynamics: Insights into Malawi case studyJournal of Theoretical Biology (JTB), 2025 Adrita Ghosh Parthasakha Das Tanujit Chakraborty Pritha Das D. Ghosh 209 11 0 18 Mar 2025
Epidemic-guided deep learning for spatiotemporal forecasting of Tuberculosis outbreakMachine-mediated learning (ML), 2025 Madhab Barman Madhurima Panja Nachiketa Mishra Tanujit Chakraborty 176 2 0 15 Feb 2025
Physics-informed deep learning for infectious disease forecasting Y. Qian Éric Marty Avranil Basu Avranil Basu Eamon B. O'Dea Xianqiao Wang Spencer Fox Pejman Rohani John M. Drake He Li PINN AI4CE 297 3 0 16 Jan 2025
Epidemiology-informed Graph Neural Network for Heterogeneity-aware Epidemic Forecasting Yufan Zheng Wei Jiang Alexander Zhou Nguyen Quoc Viet Hung Choujun Zhan Tong Chen Hongzhi Yin AI4TS 388 3 0 26 Nov 2024
Epidemiology-informed Network for Robust Rumor DetectionThe Web Conference (WWW), 2024 Wei Jiang Tong Chen Xinyi Gao Wentao Zhang Lizhen Cui Hongzhi Yin 236 10 0 20 Nov 2024
MP-PINN: A Multi-Phase Physics-Informed Neural Network for Epidemic Forecasting T. Nguyen D. Nguyen K. Pham T. Tran 277 0 0 11 Nov 2024
Physics-guided Active Sample Reweighting for Urban Flow Prediction Wei Jiang Tong Chen Guanhua Ye Wentao Zhang Lizhen Cui Zi Huang Hongzhi Yin AI4TS AI4CE 193 7 0 18 Jul 2024
PINNACLE: PINN Adaptive ColLocation and Experimental points selection Gregory Kang Ruey Lau Apivich Hemachandra See-Kiong Ng K. H. Low 3DPC 324 35 0 11 Apr 2024
PEMS: Pre-trained Epidemic Time-series Models Harshavardhan Kamarthi B. A. Prakash AI4TS 265 2 0 14 Nov 2023
Performative Time-Series Forecasting Zhiyuan Zhao Alexander Rodríguez B. Prakash B. A. Prakash AI4TS 336 6 0 09 Oct 2023
Machine Learning for Infectious Disease Risk Prediction: A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Mutong Liu Yang Liu Jiming Liu LM&MA AI4CE 129 7 0 06 Aug 2023
Physics-informed radial basis network (PIRBN): A local approximating neural network for solving nonlinear PDEs Jinshuai Bai Guirong Liu Ashish Gupta Laith Alzubaidi Xinzhu Feng Yuantong T. Gu PINN 244 1 0 13 Apr 2023
Utilising physics-guided deep learning to overcome data scarcity Jinshuai Bai Laith Alzubaidi Qingxia Wang E. Kuhl Bennamoun Yuantong T. Gu PINN AI4CE 318 4 0 24 Nov 2022
Differentiable Agent-based EpidemiologyAdaptive Agents and Multi-Agent Systems (AAMAS), 2022 Ayush Chopra Alexander Rodríguez J. Subramanian Arnau Quera-Bofarull Balaji Krishnamurthy B. Prakash Ramesh Raskar AI4CE 214 28 0 20 Jul 2022