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Zero-shot prediction of drug responses using biologically informed neural networks trained on phosphoproteomic timeseries.

Authors : Antonopoulos, Konstantinos^1,2 (AUTHOR); Nordenstorm, Olof² (AUTHOR); Nilsson, Avlant² (AUTHOR)

Source: PLoS Computational Biology. 3/18/2026, Vol. 22 Issue 3, p1-20. 20p.

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Academic Journal

Investigating the use of physics informed neural networks for dam-break scenarios.

Authors : Mumtaz, Kinza¹ (AUTHOR) ; Nadeem, Muhammad Waasif² (AUTHOR); Khan, Adnan¹ (AUTHOR)

Source: PLoS ONE. 9/19/2025, Vol. 20 Issue 9, p1-23. 23p.

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Adapting physics-informed neural networks to improve ODE optimization in mosquito population dynamics.

Authors : Viet Cuong, Dinh¹ (AUTHOR) ; Lalić, Branislava² (AUTHOR); Petrić, Mina³ (AUTHOR)

Source: PLoS ONE. 12/23/2024, Vol. 19 Issue 12, p1-30. 30p.

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Academic Journal

Understanding the implications of under-reporting, vaccine efficiency and social behavior on the post-pandemic spread using physics informed neural networks: A case study of China.

Authors : Ghosh, Samiran¹ (AUTHOR); Ogueda-Oliva, Alonso² (AUTHOR); Ghosh, Aditi³ (AUTHOR)

Source: PLoS ONE. 11/16/2023, Vol. 18 Issue 11, p1-27. 27p.

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Correction: Adapting physics-informed neural networks to improve ODE optimization in mosquito population dynamics.

Authors : Viet Cuong D; Lalić B; Petrić M

Source: PloS one [PLoS One] 2025 Mar 10; Vol. 20 (3), pp. e0320342. Date of Electronic Publication: 2025 Mar 10 (Print Publication: 2025).Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection

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Biologically-informed neural networks guide mechanistic modeling from sparse experimental data.

Authors : Lagergren, John H.^1,2 (AUTHOR) ; Nardini, John T.^1,3 (AUTHOR); Baker, Ruth E.⁴ (AUTHOR)

Source: PLoS Computational Biology. 12/1/2020, Vol. 16 Issue 12, p1-29. 29p. 4 Charts, 7 Graphs.

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Physics-informed neural networks for solving nonlinear diffusivity and Biot's equations.

Authors : Kadeethum, Teeratorn^1,2 (AUTHOR) ; Jørgensen, Thomas M.¹ (AUTHOR); Nick, Hamidreza M.² (AUTHOR)

Source: PLoS ONE. 5/6/2020, Vol. 15 Issue 5, p1-28. 28p.

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AI-Aristotle: A physics-informed framework for systems biology gray-box identification.

Authors : Ahmadi Daryakenari, Nazanin¹ (AUTHOR); De Florio, Mario² (AUTHOR); Shukla, Khemraj² (AUTHOR)

Source: PLoS Computational Biology. 3/12/2024, Vol. 20 Issue 3, p1-33. 33p.

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Research on equipment fault diagnosis model based on gan and inverse PINN: Solutions for data imbalance and rare faults.

Authors : Deng, Jian¹ (AUTHOR); Cheng, Zheng¹ (AUTHOR) ; Gu, Aiming² (AUTHOR)

Source: PLoS ONE. 5/27/2025, Vol. 20 Issue 5, p1-24. 24p.

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Supervised Machine Learning and Physics Machine Learning approach for prediction of peak temperature distribution in Additive Friction Stir Deposition of Aluminium Alloy.

Authors : Mishra, Akshansh¹ (AUTHOR); Jatt, Vijaykumar² (AUTHOR); Sefene, Eyob Messele³ (AUTHOR)

Source: PLoS ONE. 4/4/2025, Vol. 20 Issue 4, p1-27. 27p.

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