Standout Papers

Physics-informed machine learning 2021 2026 2022 20243.2k
  1. Physics-informed machine learning (2021)
    George Em Karniadakis, Ioannis G. Kevrekidis et al. Nature Reviews Physics
  2. Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks (2021)
    Sifan Wang, Paris Perdikaris et al. SIAM Journal on Scientific Computing
  3. Physics-Informed Neural Networks for Heat Transfer Problems (2021)
    Shengze Cai, Zhicheng Wang et al. Journal of Heat Transfer
  4. When and why PINNs fail to train: A neural tangent kernel perspective (2021)
    Sifan Wang, Xinling Yu et al. Journal of Computational Physics
  5. Learning the solution operator of parametric partial differential equations with physics-informed DeepONets (2021)
    Sifan Wang, Hanwen Wang et al. Science Advances
  6. On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks (2021)
    Sifan Wang, Hanwen Wang et al. Computer Methods in Applied Mechanics and Engineering
  7. Respecting causality for training physics-informed neural networks (2024)
    Sifan Wang, Shyam Sankaran et al. Computer Methods in Applied Mechanics and Engineering

Immediate Impact

7 from Science/Nature 63 standout
Sub-graph 1 of 24

Citing Papers

Variational Physics-informed Neural Operator (VINO) for solving partial differential equations
2025 Standout
DeepOKAN: Deep operator network based on Kolmogorov Arnold networks for mechanics problems
2025 Standout

Works of Sifan Wang being referenced

Learning the solution operator of parametric partial differential equations with physics-informed DeepONets
2021 Standout
When and why PINNs fail to train: A neural tangent kernel perspective
2021 Standout

Author Peers

Author Last Decade Papers Cites
Sifan Wang 3372 1493 108 1104 15 6.1k
Liu Yang 2072 945 65 811 17 4.4k
Lu Lu 2731 1153 111 1049 75 6.4k
Joshua L. Proctor 3485 1480 134 971 44 6.1k
C Moler 852 1504 1763 726 48 9.5k
Maziar Raissi 6904 3031 260 2154 29 12.5k
Roland Bulirsch 784 1291 1675 328 43 7.8k
C. W. Gear 1243 2231 2675 264 90 8.9k
Jianxun Wang 1446 1082 25 356 156 4.5k
D. C. Sorensen 991 1557 1590 405 56 6.0k
Juliette Florentin 774 513 264 319 16 6.1k

All Works

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Rankless by CCL
2026