Most-cited Physics and Astronomy papers of 2021, with free PDFs

The 25 most-cited Physics and Astronomy research papers published in 2021, ranked by citations in OpenAlex, with their original abstracts and free PDFs where available.

  1. Efficient evaluation of electrostatic potential with computerized optimized code
    Jun Zhang, Tian Lu · 2021 · 2,667 citations
  2. DeepXDE: A Deep Learning Library for Solving Differential Equations
    Lu Lu, Xuhui Meng et al. · 2021 · 2,540 citations · Free PDF
  3. GWTC-2: Compact Binary Coalescences Observed by LIGO and Virgo during the First Half of the Third Observing Run
    R. Abbott, T. D. Abbott et al. · 2021 · 2,246 citations · Free PDF
  4. Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks
    Sifan Wang, Yujun Teng et al. · 2021 · 2,055 citations
  5. Interaction Region Indicator: A Simple Real Space Function Clearly Revealing Both Chemical Bonds and Weak Interactions**
    Tian Lu, Qinxue Chen · 2021 · 2,039 citations
  6. OPLS4: Improving Force Field Accuracy on Challenging Regimes of Chemical Space
    Chao Tsang Lu, Chuanjie Wu et al. · 2021 · 2,016 citations
  7. Estimating Distances from Parallaxes. V. Geometric and Photogeometric Distances to 1.47 Billion Stars in Gaia Early Data Release 3
    C. A. L. Bailer-Jones, J. Rybizki et al. · 2021 · 1,995 citations · Free PDF
  8. In the realm of the Hubble tension—a review of solutions *
    Eleonora Di Valentino, Olga Mena et al. · 2021 · 1,978 citations · Free PDF
  9. Planck 2018 results
    N. Aghanim, Y. Akrami et al. · 2021 · 1,853 citations
  10. Exceptional topology of non-Hermitian systems
    Emil J. Bergholtz, Jan Carl Budich et al. · 2021 · 1,719 citations · Free PDF
  11. Integrated photonics on thin-film lithium niobate
    Di Zhu, Linbo Shao et al. · 2021 · 1,484 citations · Free PDF
  12. Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Cosmological implications from two decades of spectroscopic surveys at the Apache Point Observatory
    Shadab Alam, Marie Pierre Aubert et al. · 2021 · 1,340 citations · Free PDF
  13. Physics-Informed Neural Networks for Heat Transfer Problems
    Shengze Cai, Zhicheng Wang et al. · 2021 · 1,323 citations
  14. Software for the frontiers of quantum chemistry: An overview of developments in the Q-Chem 5 package
    Evgeny Epifanovsky, Andrew T. B. Gilbert et al. · 2021 · 1,323 citations · Free PDF
  15. The Radius of PSR J0740+6620 from NICER and XMM-Newton Data
    M. Coleman Miller, Frederick K. Lamb et al. · 2021 · 1,316 citations · Free PDF
  16. A NICER View of the Massive Pulsar PSR J0740+6620 Informed by Radio Timing and XMM-Newton Spectroscopy
    Thomas E. Riley, Anna L. Watts et al. · 2021 · 1,275 citations · Free PDF
  17. r2SCAN-3c: A “Swiss army knife” composite electronic-structure method
    Stefan Grimme, Andreas Hansen et al. · 2021 · 1,109 citations
  18. Constraints on primordial black holes
    B. J. Carr, Kazunori Kohri et al. · 2021 · 1,107 citations · Free PDF
  19. X-ray computed tomography
    Philip John Withers, Charles A. Bouman et al. · 2021 · 1,089 citations · Free PDF
  20. Machine learning–accelerated computational fluid dynamics
    Dmitrii Kochkov, Jamie Smith et al. · 2021 · 1,046 citations · Free PDF
  21. Improved Constraints on Primordial Gravitational Waves using Planck , WMAP, and BICEP/ Keck Observations through the 2018 Observing Season
    Peter A. R. Ade, Z. Ahmed et al. · 2021 · 976 citations · Free PDF
  22. Refined Mass and Geometric Measurements of the High-mass PSR J0740+6620
    E. Fonseca, H. T. Cromartie et al. · 2021 · 951 citations · Free PDF
  23. Magnetically Driven Micro and Nanorobots
    Huaijuan Zhou, Carmen C. Mayorga‐Martinez et al. · 2021 · 891 citations
  24. Metal Halide Perovskites for X-ray Imaging Scintillators and Detectors
    Yang Zhou, Jie Chen et al. · 2021 · 889 citations
  25. Population Properties of Compact Objects from the Second LIGO–Virgo Gravitational-Wave Transient Catalog
    R. Abbott, T. D. Abbott et al. · 2021 · 889 citations · Free PDF

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