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Data-driven inference of coupling functions in oscillatory systems via physics-informed neural networks

Gyuyoung Hwang1, Hyeontae Jo1,2,*, and Jae Kyoung Kim1,3,4,†

  • 1Biomedical Mathematics Group, Institute for Basic Science, Daejeon 34126, Republic of Korea
  • 2Department of Mathematics, Ajou University, Suwon 16499, Republic of Korea
  • 3Department of Mathematics, KAIST, Daejeon 34141, Republic of Korea
  • 4Department of Medicine, College of Medicine, Korea University, Seoul 02841, Republic of Korea

  • *Contact author: ajouhtj@ajou.ac.kr
  • †Contact author: jaekkim@kaist.ac.kr

How AI Can Advance Mathematical Biology: Opportunities, Challenges, and Future Directions

Kobra Rabiei, Grzegorz A. Rempala, Reinhard Laubenbacher, and Wenrui Hao

Bull Math Biol 88 175 (2026)

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