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Samuel S. Schoenholz

Samuel S. Schoenholz

OpenAI
United States

Samuel S. Schoenholz publications per year

The chart shows the history of publications by Samuel S. Schoenholz between 2009 and 2025, highlighting the no. of papers published in each year and offering an overview of the publication velocity of this scholar. Samuel S. Schoenholz published across 17 years, from 2009 to 2025, averaging 5.6 papers a year. Output peaked at 15 publications in 2017. 3 of the 96 publications appeared in the last two years.

No. of publications
5 10 15
Bar chart. Horizontal axis: year, 2009 to 2025. Vertical axis: number of publications, 0 to 15. Peak 15 publications in 2017. 2009: 1 publication 2010: 1 publication 2011: 0 publications 2012: 2 publications 2013: 4 publications 2014: 5 publications 2015: 4 publications 2016: 6 publications 2017: 15 publications 2018: 11 publications 2019: 8 publications 2020: 15 publications 2021: 14 publications 2022: 3 publications 2023: 4 publications 2024: 2 publications 2025: 1 publication
2009 2025

96 publications in total across all disciplines

View publications per year as a table
Samuel S. Schoenholz: publications per year, 2009 to 2025
Year Publications
2009 1
2010 1
2011 0
2012 2
2013 4
2014 5
2015 4
2016 6
2017 15
2018 11
2019 8
2020 15
2021 14
2022 3
2023 4
2024 2
2025 1
Total 96
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Samuel S. Schoenholz publication distribution in Computer Science in 2026

The chart shows the distribution of publications by all Research.com ranked scientists in the field of Computer Science in 2026. The highlighted bar marks where Samuel S. Schoenholz sits on this spectrum.

No. of scientists
200 400 600
Bar chart with 97 bars. Horizontal axis: publications, 32–41 to 991+. Vertical axis: number of scientists, 0 to 609. Most scientists, 609, have 142–151 publications. The last bar groups every scientist with 991 publications or more. 32–41 publications: 7 scientists 42–51 publications: 22 scientists 52–61 publications: 82 scientists 62–71 publications: 134 scientists 72–81 publications: 249 scientists 82–91 publications: 324 scientists 92–101 publications: 421 scientists 102–111 publications: 420 scientists 112–121 publications: 497 scientists 122–131 publications: 544 scientists 132–141 publications: 555 scientists 142–151 publications: 609 scientists 152–161 publications: 559 scientists 162–171 publications: 534 scientists 172–181 publications: 556 scientists 182–191 publications: 583 scientists 192–201 publications: 519 scientists 202–211 publications: 508 scientists 212–221 publications: 490 scientists 222–231 publications: 437 scientists 232–241 publications: 423 scientists 242–251 publications: 408 scientists 252–261 publications: 377 scientists 262–271 publications: 301 scientists 272–281 publications: 335 scientists 282–291 publications: 320 scientists 292–301 publications: 293 scientists 302–311 publications: 250 scientists 312–321 publications: 238 scientists 322–331 publications: 206 scientists 332–341 publications: 209 scientists 342–351 publications: 208 scientists 352–361 publications: 162 scientists 362–371 publications: 176 scientists 372–381 publications: 127 scientists 382–391 publications: 158 scientists 392–401 publications: 128 scientists 402–411 publications: 104 scientists 412–421 publications: 94 scientists 422–431 publications: 99 scientists 432–441 publications: 83 scientists 442–451 publications: 108 scientists 452–461 publications: 73 scientists 462–471 publications: 77 scientists 472–481 publications: 69 scientists 482–491 publications: 84 scientists 492–501 publications: 62 scientists 502–511 publications: 54 scientists 512–521 publications: 57 scientists 522–531 publications: 51 scientists 532–541 publications: 51 scientists 542–551 publications: 32 scientists 552–561 publications: 38 scientists 562–571 publications: 28 scientists 572–581 publications: 43 scientists 582–591 publications: 33 scientists 592–601 publications: 41 scientists 602–611 publications: 32 scientists 612–621 publications: 28 scientists 622–631 publications: 25 scientists 632–641 publications: 27 scientists 642–651 publications: 17 scientists 652–661 publications: 20 scientists 662–671 publications: 17 scientists 672–681 publications: 15 scientists 682–691 publications: 14 scientists 692–701 publications: 21 scientists 702–711 publications: 13 scientists 712–721 publications: 12 scientists 722–731 publications: 19 scientists 732–741 publications: 14 scientists 742–751 publications: 12 scientists 752–761 publications: 10 scientists 762–771 publications: 10 scientists 772–781 publications: 11 scientists 782–791 publications: 10 scientists 792–801 publications: 11 scientists 802–811 publications: 8 scientists 812–821 publications: 8 scientists 822–831 publications: 7 scientists 832–841 publications: 11 scientists 842–851 publications: 10 scientists 852–861 publications: 5 scientists 862–871 publications: 9 scientists 872–881 publications: 4 scientists 882–891 publications: 6 scientists 892–901 publications: 3 scientists 902–911 publications: 6 scientists 912–921 publications: 3 scientists 922–931 publications: 2 scientists 932–941 publications: 2 scientists 942–951 publications: 2 scientists 952–961 publications: 3 scientists 962–971 publications: 3 scientists 972–981 publications: 3 scientists 982–990 publications: 5 scientists 991+ publications: 100 scientists
32–41 publications 991+

The last bar groups every scientist with 991 publications or more.

View publications distribution as a table
Number of Computer Science scientists by publication count, Research.com 2026 ranking edition. Based on 14,188 ranked scientists.
Publications Scientists
32–41 7
42–51 22
52–61 82
62–71 134
72–81 249
82–91 324
92–101 421
102–111 420
112–121 497
122–131 544
132–141 555
142–151 609
152–161 559
162–171 534
172–181 556
182–191 583
192–201 519
202–211 508
212–221 490
222–231 437
232–241 423
242–251 408
252–261 377
262–271 301
272–281 335
282–291 320
292–301 293
302–311 250
312–321 238
322–331 206
332–341 209
342–351 208
352–361 162
362–371 176
372–381 127
382–391 158
392–401 128
402–411 104
412–421 94
422–431 99
432–441 83
442–451 108
452–461 73
462–471 77
472–481 69
482–491 84
492–501 62
502–511 54
512–521 57
522–531 51
532–541 51
542–551 32
552–561 38
562–571 28
572–581 43
582–591 33
592–601 41
602–611 32
612–621 28
622–631 25
632–641 27
642–651 17
652–661 20
662–671 17
672–681 15
682–691 14
692–701 21
702–711 13
712–721 12
722–731 19
732–741 14
742–751 12
752–761 10
762–771 10
772–781 11
782–791 10
792–801 11
802–811 8
812–821 8
822–831 7
832–841 11
842–851 10
852–861 5
862–871 9
872–881 4
882–891 6
892–901 3
902–911 6
912–921 3
922–931 2
932–941 2
942–951 2
952–961 3
962–971 3
972–981 3
982–990 5
991+ 100
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Samuel S. Schoenholz D-index placement in Computer Science in 2026

The chart shows the D-index (discipline H-index) distribution of Computer Science scientists ranked by Research.com in 2026. The highlighted bar marks where Samuel S. Schoenholz sits on this spectrum.

No. of scientists
200 400 600 800
Bar chart with 52 bars. Horizontal axis: D-Index, 30–31 to 131+. Vertical axis: number of scientists, 0 to 990. Most scientists, 990, have 36–37 D-Index. The last bar groups every scientist with 131 D-Index or more. 30–31 D-Index: 879 scientists 32–33 D-Index: 983 scientists 34–35 D-Index: 918 scientists 36–37 D-Index: 990 scientists 38–39 D-Index: 968 scientists 40–41 D-Index: 907 scientists 42–43 D-Index: 821 scientists 44–45 D-Index: 763 scientists 46–47 D-Index: 689 scientists 48–49 D-Index: 543 scientists 50–51 D-Index: 543 scientists 52–53 D-Index: 518 scientists 54–55 D-Index: 500 scientists 56–57 D-Index: 458 scientists 58–59 D-Index: 400 scientists 60–61 D-Index: 337 scientists 62–63 D-Index: 308 scientists 64–65 D-Index: 292 scientists 66–67 D-Index: 249 scientists 68–69 D-Index: 213 scientists 70–71 D-Index: 192 scientists 72–73 D-Index: 189 scientists 74–75 D-Index: 165 scientists 76–77 D-Index: 139 scientists 78–79 D-Index: 119 scientists 80–81 D-Index: 121 scientists 82–83 D-Index: 113 scientists 84–85 D-Index: 88 scientists 86–87 D-Index: 87 scientists 88–89 D-Index: 75 scientists 90–91 D-Index: 69 scientists 92–93 D-Index: 57 scientists 94–95 D-Index: 46 scientists 96–97 D-Index: 38 scientists 98–99 D-Index: 34 scientists 100–101 D-Index: 36 scientists 102–103 D-Index: 27 scientists 104–105 D-Index: 37 scientists 106–107 D-Index: 18 scientists 108–109 D-Index: 31 scientists 110–111 D-Index: 19 scientists 112–113 D-Index: 16 scientists 114–115 D-Index: 12 scientists 116–117 D-Index: 20 scientists 118–119 D-Index: 15 scientists 120–121 D-Index: 5 scientists 122–123 D-Index: 20 scientists 124–125 D-Index: 8 scientists 126–127 D-Index: 5 scientists 128–129 D-Index: 7 scientists 130 D-Index: 3 scientists 131+ D-Index: 98 scientists
30–31 D-Index 131+

The last bar groups every scientist with 131 D-Index or more.

View D-Index distribution as a table
Number of Computer Science scientists by D-index, Research.com 2026 ranking edition. Based on 14,188 ranked scientists.
D-Index Scientists
30–31 879
32–33 983
34–35 918
36–37 990
38–39 968
40–41 907
42–43 821
44–45 763
46–47 689
48–49 543
50–51 543
52–53 518
54–55 500
56–57 458
58–59 400
60–61 337
62–63 308
64–65 292
66–67 249
68–69 213
70–71 192
72–73 189
74–75 165
76–77 139
78–79 119
80–81 121
82–83 113
84–85 88
86–87 87
88–89 75
90–91 69
92–93 57
94–95 46
96–97 38
98–99 34
100–101 36
102–103 27
104–105 37
106–107 18
108–109 31
110–111 19
112–113 16
114–115 12
116–117 20
118–119 15
120–121 5
122–123 20
124–125 8
126–127 5
128–129 7
130 3
131+ 98
Download as CSV

Overview

Samuel S. Schoenholz is a researcher affiliated with OpenAI in the United States, specializing in interdisciplinary fields involving computer science, materials science, and physics and astronomy. Their work primarily explores intersections between machine learning and physical sciences.

The scientist has contributed extensively to the study of advanced neural networks and their applications, particularly in materials science and physics. Their research themes include machine learning in materials science, advanced neural network applications, and theoretical and computational physics. Further topics covered by their work include material dynamics and properties, advanced thermodynamics and statistical mechanics, as well as protein structure and dynamics.

Frequent co-authors in their body of work include Ekin D. Cubuk, Jascha Sohl-Dickstein, Ella M. King, Michael P. Brenner, and Mathieu Bauchy. Collaboration with these researchers has contributed to the development and dissemination of their research findings.

Samuel S. Schoenholz has published in various scientific venues, with repeated contributions to arXiv (Cornell University), Proceedings of the National Academy of Sciences, Nature, Nature Physics, and the Journal of Statistical Mechanics Theory and Experiment.

Notable recent papers include:

  • Scaling deep learning for materials discovery (2023), published in Nature
  • Unveiling the predictive power of static structure in glassy systems (2020), published in Nature Physics
  • Designing self-assembling kinetics with differentiable statistical physics models (2021), published in Proceedings of the National Academy of Sciences
  • Finite Versus Infinite Neural Networks: an Empirical Study (2020), published in arXiv (Cornell University)
  • JAX, M.D. A framework for differentiable physics* (2021), published in Journal of Statistical Mechanics Theory and Experiment

Best Publications

  • Neural Message Passing for Quantum Chemistry

    Justin Gilmer;Samuel S. Schoenholz;Patrick F. Riley;Oriol Vinyals

  • Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient Descent

    Jaehoon Lee;Lechao Xiao;Samuel S. Schoenholz;Yasaman Bahri

  • Deep Neural Networks as Gaussian Processes

    Jaehoon Lee;Yasaman Bahri;Roman Novak;Samuel S. Schoenholz

  • Prediction Errors of Molecular Machine Learning Models Lower than Hybrid DFT Error

    Felix A. Faber;Luke Hutchison;Bing Huang;Justin Gilmer

  • Unveiling the predictive power of static structure in glassy systems

    V. Bapst;T. Keck;A. Grabska-Barwińska;C. Donner

  • Statistical Mechanics of Deep Learning

    Yasaman Bahri;Jonathan Kadmon;Jeffrey Pennington;Sam S. Schoenholz

  • Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks

    Lechao Xiao;Yasaman Bahri;Jascha Sohl-Dickstein;Samuel S. Schoenholz

  • Deep Information Propagation

    Samuel S. Schoenholz;Justin Gilmer;Surya Ganguli;Jascha Sohl-Dickstein

  • Resurrecting the sigmoid in deep learning through dynamical isometry: theory and practice

    Jeffrey Pennington;Samuel S. Schoenholz;Surya Ganguli

  • Mean Field Residual Networks: On the Edge of Chaos

    Greg Yang;Samuel S. Schoenholz

  • A Mean Field Theory of Batch Normalization

    Greg Yang;Jeffrey Pennington;Vinay Rao;Jascha Sohl-Dickstein

  • The Emergence of Spectral Universality in Deep Networks

    Jeffrey Pennington;Samuel S. Schoenholz;Surya Ganguli

  • Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks

    Minmin Chen;Jeffrey Pennington;Samuel S. Schoenholz

  • Neural Tangents: Fast and Easy Infinite Neural Networks in Python

    Roman Novak;Lechao Xiao;Jiri Hron;Jaehoon Lee

  • Machine learning determination of atomic dynamics at grain boundaries.

    Tristan A. Sharp;Spencer L. Thomas;Ekin D. Cubuk;Samuel S. Schoenholz

  • Adversarial Spheres.

    Justin Gilmer;Luke Metz;Fartash Faghri;Samuel S. Schoenholz

  • Finite Versus Infinite Neural Networks: an Empirical Study

    Jaehoon Lee;Samuel S. Schoenholz;Jeffrey Pennington;Ben Adlam

  • Intriguing Properties of Adversarial Examples

    Ekin Dogus Cubuk;Barret Zoph;Samuel Stern Schoenholz;Quoc V. Le

  • JAX MD: A Framework for Differentiable Physics

    Samuel S. Schoenholz;Ekin Dogus Cubuk

  • JAX, M.D.: A Framework for Differentiable Physics

    Samuel S. Schoenholz;Ekin D. Cubuk

Frequent Co-Authors

Ekin D. Cubuk
Ekin D. Cubuk Google (United States)
Jascha Sohl-Dickstein
Jascha Sohl-Dickstein Google (United States)
Arjun G. Yodh
Arjun G. Yodh University of Pennsylvania
Surya Ganguli
Surya Ganguli Stanford University
Efthimios Kaxiras
Efthimios Kaxiras Harvard University
George E. Dahl
George E. Dahl Google (United States)
Oriol Vinyals
Oriol Vinyals DeepMind (United Kingdom)
Douglas J. Durian
Douglas J. Durian University of Pennsylvania
Sidney R. Nagel
Sidney R. Nagel University of Chicago
Michael P. Brenner
Michael P. Brenner University of Michigan–Ann Arbor

External Links

Personal website of Samuel S. Schoenholz

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Online degrees offer flexibility, lower costs, and a range of career pathways—making them an excellent option for future computer science and STEM professionals.

Best Scientists Citing Samuel S. Schoenholz

Klaus-Robert Müller

Klaus-Robert Müller

Technical University of Berlin

Publications: 57

Michael M. Bronstein

Michael M. Bronstein

University of Oxford

Publications: 31

Alexandre Tkatchenko

Alexandre Tkatchenko

University of Luxembourg

Publications: 29

Jure Leskovec

Jure Leskovec

Stanford University

Publications: 27

Pietro Liò

Pietro Liò

University of Cambridge

Publications: 25

Yoshua Bengio

Yoshua Bengio

University of Montreal

Publications: 22

Michele Ceriotti

Michele Ceriotti

École Polytechnique Fédérale de Lausanne

Publications: 22

Junzhou Huang

Junzhou Huang

The University of Texas at Arlington

Publications: 20

Marinka Zitnik

Marinka Zitnik

Harvard University

Publications: 20

Michalis Vazirgiannis

Michalis Vazirgiannis

École Polytechnique

Publications: 20

Tommi S. Jaakkola

Tommi S. Jaakkola

MIT

Publications: 19

Regina Barzilay

Regina Barzilay

MIT

Publications: 19

Jiliang Tang

Jiliang Tang

Michigan State University

Publications: 18

Stephan Günnemann

Stephan Günnemann

Technical University of Munich

Publications: 18

Joan Bruna

Joan Bruna

New York University

Publications: 17

Ekin D. Cubuk

Ekin D. Cubuk

Google (United States)

Publications: 16

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