World's Best Scientists 2026 revealed!
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Dawn Song
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Best Female Scientists
2026
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Computer Science
USA
2026

D-Index & Metrics

Discipline name D-Index World Ranking Current World Ranking National Ranking Current National Ranking Publications Citations
Computer Science 143 53 50 30 28 413 97365
Best Female Scientists 143 222 207 137 127 416 96772

Dawn Song publications per year

The chart shows the history of publications by Dawn Song between 1999 and 2026, highlighting the no. of papers published in each year and offering an overview of the publication velocity of this scholar. Dawn Song published across 28 years, from 1999 to 2026, averaging 19.5 papers a year. Output peaked at 43 publications in 2021. 42 of the 546 publications appeared in the last two years.

No. of publications
10 20 30 40
Bar chart. Horizontal axis: year, 1999 to 2026. Vertical axis: number of publications, 0 to 43. Peak 43 publications in 2021. 1999: 2 publications 2000: 4 publications 2001: 9 publications 2002: 5 publications 2003: 7 publications 2004: 13 publications 2005: 6 publications 2006: 19 publications 2007: 19 publications 2008: 13 publications 2009: 18 publications 2010: 15 publications 2011: 22 publications 2012: 32 publications 2013: 26 publications 2014: 6 publications 2015: 7 publications 2016: 10 publications 2017: 22 publications 2018: 41 publications 2019: 31 publications 2020: 31 publications 2021: 43 publications 2022: 29 publications 2023: 39 publications 2024: 35 publications 2025: 41 publications 2026: 1 publication
1999 2026

546 publications in total across all disciplines

View publications per year as a table
Dawn Song: publications per year, 1999 to 2026
Year Publications
1999 2
2000 4
2001 9
2002 5
2003 7
2004 13
2005 6
2006 19
2007 19
2008 13
2009 18
2010 15
2011 22
2012 32
2013 26
2014 6
2015 7
2016 10
2017 22
2018 41
2019 31
2020 31
2021 43
2022 29
2023 39
2024 35
2025 41
2026 1
Total 546
Download as CSV

Dawn Song publications per year - data summary

  • Dawn Song, a Computer Science scholar from University of California, Berkeley, has 546 publications recorded across 28 years, from 1999 to 2026.
  • The oldest publication on record dates to 1999 and the most recent to 2026.
  • The most productive year is 2021, with 43 publications.
  • The least productive year with any output is 2026, with 1 publication.
  • The rate of publication averages 19.5 papers per year over the whole span, or 19.5 per year counting only the 28 years with at least one publication.
  • The last 5 years on the chart (2022-2026) hold 145 publications, 27% of the career total.
  • Split into equal eras - 1999-2008: 97 publications (9.7 per year); 2009-2018: 199 publications (19.9 per year); 2019-2026: 250 publications (31.3 per year).
  • Comparing the opening and closing eras, the overall trend of publication is rising.

Dawn Song 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 Dawn Song 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. The highlighted bar, 412–421 publications, is where this scientist sits. 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+

This scientist: 413 publications — 88th percentile

88% of scientists in this discipline score the same or lower.

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 This scientist
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 94 413
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
Download as CSV

Dawn Song publication distribution in Computer Science in 2026 - data summary

  • The chart plots the publication count of all 14,188 Computer Science scientists ranked by Research.com in 2026, grouped into 97 ranges running from 32–41 to 991+ publications.
  • Dawn Song, a Computer Science scholar from University of California, Berkeley, records 413 publications - the 88th percentile of the discipline.
  • 88% of ranked Computer Science scientists score the same or lower than Dawn Song, and about 12% score higher.
  • The median of the discipline falls in the 202–211 publications range, and Dawn Song ranks above the median.
  • The most crowded range is 142–151 publications, holding 609 scientists (4% of the field).
  • 70% of the field sits in the lowest quarter of the value range (up to 272–281 publications), so the distribution is heavily right-skewed and high scores are rare.
  • The final bar has no upper bound: it groups every scientist with 991 publications or more, 100 scientists in all (<1% of the field).

Dawn Song 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 Dawn Song 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. The highlighted bar, 131+ D-Index, is where this scientist sits. 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+

This scientist: 143 D-Index — 100th percentile

100% of scientists in this discipline score the same or lower.

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 This scientist
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+ 98 143
Download as CSV

Dawn Song D-index placement in Computer Science in 2026 - data summary

  • The chart plots the discipline H-index (D-index) of all 14,188 Computer Science scientists ranked by Research.com in 2026, grouped into 52 ranges running from 30–31 to 131+ D-Index.
  • Dawn Song, a Computer Science scholar from University of California, Berkeley, records 143 D-Index - the 100th percentile of the discipline.
  • 100% of ranked Computer Science scientists score the same or lower than Dawn Song, and about 0% score higher.
  • The median of the discipline falls in the 44–45 D-Index range, and Dawn Song ranks above the median.
  • The most crowded range is 36–37 D-Index, holding 990 scientists (7% of the field).
  • 71% of the field sits in the lowest quarter of the value range (up to 54–55 D-Index), so the distribution is heavily right-skewed and high scores are rare.
  • The final bar has no upper bound: it groups every scientist with 131 D-Index or more, 98 scientists in all (<1% of the field).

Research.com Recognitions

  • 2026 - Research.com Best Female Scientists Award
  • 2026 - Research.com Computer Science in United States Leader Award
  • 2025 - Research.com Best Female Scientists Award
  • 2025 - Research.com Computer Science in United States Leader Award
  • 2023 - Research.com Computer Science in United States Leader Award
  • 2022 - Research.com Computer Science in United States Leader Award
  • 2019 - ACM Fellow For contributions to security and privacy
  • 2010 - Fellow of the MacArthur Foundation
  • 2010 - Fellow of John Simon Guggenheim Memorial Foundation
  • 2007 - Fellow of Alfred P. Sloan Foundation

Overview

Dawn Song is affiliated with the University of California, Berkeley, specializing in computer science with a focus on artificial intelligence and information systems. Their research spans a variety of subfields, including computer vision and pattern recognition, signal processing, and intersections with sociology and political science.

Their scholarly output includes over 290 publications primarily in the field of computer science. Within this domain, they have concentrated on topics such as privacy-preserving technologies in data, adversarial robustness in machine learning, and topic modeling. Additional research themes cover advanced malware detection techniques, blockchain technology applications and security, natural language processing techniques, and broader areas in privacy, security, and data protection.

Dawn Song has contributed to numerous frequent publication venues, particularly:

  • arXiv (Cornell University)
  • IEEE Security & Privacy
  • Proceedings on Privacy Enhancing Technologies
  • Science
  • Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security

Frequently collaborating with other researchers, Song's common coauthors include Dan Hendrycks, Chenguang Wang, Vivek Nair, Jacob Steinhardt, and Chulin Xie.

Recent notable papers include:

  • "Advances and Open Problems in Federated Learning" (2020), published in Foundations and Trends® in Machine Learning
  • "The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization" (2021), presented at the 2021 IEEE/CVF International Conference on Computer Vision (ICCV)
  • "Extracting Training Data from Large Language Models" (2020), available on arXiv (Cornell University)
  • "Measuring Mathematical Problem Solving With the MATH Dataset" (2021), available on arXiv (Cornell University)
  • "Measuring Massive Multitask Language Understanding" (2020), available on arXiv (Cornell University)

Dawn Song's work has been recognized through several fellowships, including:

  • ACM Fellow (2019), for contributions to security and privacy
  • Fellow of the MacArthur Foundation (2010)
  • Fellow of John Simon Guggenheim Memorial Foundation (2010)
  • Fellow of Alfred P. Sloan Foundation (2007)

Best Publications

  • Practical techniques for searches on encrypted data

    Dawn Xiaoding Song;D. Wagner;A. Perrig

  • Advances and Open Problems in Federated Learning

    Peter Kairouz;H. Brendan McMahan;Brendan Avent;Aurélien Bellet

  • Random key predistribution schemes for sensor networks

    Haowen Chan;A. Perrig;D. Song

  • Provable Data Possession at Untrusted Stores.

    Giuseppe Ateniese;Randal C. Burns;Reza Curtmola;Joseph Herring

  • Dynamic Taint Analysis for Automatic Detection, Analysis, and Signature Generation of Exploits on Commodity Software

    James Newsome;Dawn Xiaodong Song

  • The Sybil attack in sensor networks: analysis & defenses

    James Newsome;Elaine Shi;Dawn Song;Adrian Perrig

  • Android permissions demystified

    Adrienne Porter Felt;Erika Chin;Steve Hanna;Dawn Song

  • Robust Physical-World Attacks on Deep Learning Visual Classification

    Kevin Eykholt;Ivan Evtimov;Earlence Fernandes;Bo Li

  • On Scaling Decentralized Blockchains

    Kyle Croman;Christian Decker;Ittay Eyal;Adem Efe Gencer

  • Efficient authentication and signing of multicast streams over lossy channels

    A. Perrig;R. Canetti;J.D. Tygar;Dawn Song

  • Advanced and authenticated marking schemes for IP traceback

    Dawn Xiaodong Song;A. Perrig

  • The TESLA Broadcast Authentication Protocol

    Adrian Perrig;Ran Canetti;J. D. Tygar;Dawn Song

  • Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

    Xinyun Chen;Chang Liu;Bo Li;Kimberly Lu

  • Polygraph: automatically generating signatures for polymorphic worms

    J. Newsome;B. Karp;D. Song

  • Model-Contrastive Federated Learning

    Qinbin Li;Bingsheng He;Dawn Song

  • Delving into Transferable Adversarial Examples and Black-box Attacks

    Yanpei Liu;Xinyun Chen;Chang Liu;Dawn Song

  • Advances and open problems in federated learning

    Peter Kairouz;H. Brendan McMahan;Brendan Avent;Aurélien Bellet

  • SIA: secure information aggregation in sensor networks

    Bartosz Przydatek;Dawn Song;Adrian Perrig

  • Semantics-aware malware detection

    M. Christodorescu;S. Jha;S.A. Seshia;D. Song

  • Panorama: capturing system-wide information flow for malware detection and analysis

    Heng Yin;Dawn Song;Manuel Egele;Christopher Kruegel

  • BitBlaze: A New Approach to Computer Security via Binary Analysis

    Dawn Song;David Brumley;Heng Yin;Juan Caballero

Frequent Co-Authors

Elaine Shi
Elaine Shi Carnegie Mellon University
Adrian Perrig
Adrian Perrig ETH Zurich
David Brumley
David Brumley Carnegie Mellon University
Juan Caballero
Juan Caballero Madrid Institute for Advanced Studies
Heng Yin
Heng Yin University of California, Riverside
Prateek Saxena
Prateek Saxena National University of Singapore
Michael K. Reiter
Michael K. Reiter Duke University
Neil Zhenqiang Gong
Neil Zhenqiang Gong Duke University
Prateek Mittal
Prateek Mittal Princeton University
Krste Asanovic
Krste Asanovic University of California, Berkeley

External Links

Personal website of Dawn Song Google Scholar page

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Best Scientists Citing Dawn Song

Adrian Perrig

Adrian Perrig

ETH Zurich

Publications: 99

Angelos D. Keromytis

Angelos D. Keromytis

Georgia Institute of Technology

Publications: 90

Christopher Kruegel

Christopher Kruegel

University of California, Santa Barbara

Publications: 83

Yang Xiang

Yang Xiang

Swinburne University of Technology

Publications: 77

Somesh Jha

Somesh Jha

University of Wisconsin–Madison

Publications: 75

Sencun Zhu

Sencun Zhu

Pennsylvania State University

Publications: 74

Thorsten Holz

Thorsten Holz

Max Planck Institute for Security and Privacy

Publications: 72

Kui Ren

Kui Ren

Zhejiang University

Publications: 72

Elisa Bertino

Elisa Bertino

Purdue University West Lafayette

Publications: 71

Robert H. Deng

Robert H. Deng

Singapore Management University

Publications: 71

Wenke Lee

Wenke Lee

Georgia Institute of Technology

Publications: 71

Mauro Conti

Mauro Conti

University of Padua

Publications: 71

Giovanni Vigna

Giovanni Vigna

University of California, Santa Barbara

Publications: 68

Michael K. Reiter

Michael K. Reiter

Duke University

Publications: 68

Gene Tsudik

Gene Tsudik

University of California, Irvine

Publications: 66

Peng Ning

Peng Ning

Google (United States)

Publications: 63

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