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Satinder Singh

D-Index & Metrics

Discipline name D-Index World Ranking Current World Ranking National Ranking Current National Ranking Publications Citations
Computer Science 78 1169 1131 71 70 344 36772

Satinder Singh publications per year

The chart shows the history of publications by Satinder Singh between 1965 and 2025, highlighting the no. of papers published in each year and offering an overview of the publication velocity of this scholar. Satinder Singh published across 61 years, from 1965 to 2025, averaging 11.8 papers a year. Output peaked at 47 publications in 2014. 29 of the 722 publications appeared in the last two years.

No. of publications
10 20 30 40
Bar chart. Horizontal axis: year, 1965 to 2025. Vertical axis: number of publications, 0 to 47. Peak 47 publications in 2014. 1965: 2 publications 1966: 0 publications 1967: 0 publications 1968: 0 publications 1969: 0 publications 1970: 0 publications 1971: 0 publications 1972: 0 publications 1973: 0 publications 1974: 0 publications 1975: 1 publication 1976: 1 publication 1977: 1 publication 1978: 0 publications 1979: 0 publications 1980: 0 publications 1981: 0 publications 1982: 0 publications 1983: 2 publications 1984: 0 publications 1985: 1 publication 1986: 1 publication 1987: 0 publications 1988: 0 publications 1989: 2 publications 1990: 6 publications 1991: 4 publications 1992: 5 publications 1993: 7 publications 1994: 11 publications 1995: 5 publications 1996: 9 publications 1997: 7 publications 1998: 14 publications 1999: 8 publications 2000: 11 publications 2001: 11 publications 2002: 9 publications 2003: 15 publications 2004: 18 publications 2005: 17 publications 2006: 22 publications 2007: 14 publications 2008: 17 publications 2009: 18 publications 2010: 28 publications 2011: 25 publications 2012: 36 publications 2013: 28 publications 2014: 47 publications 2015: 41 publications 2016: 40 publications 2017: 37 publications 2018: 32 publications 2019: 38 publications 2020: 44 publications 2021: 34 publications 2022: 13 publications 2023: 11 publications 2024: 10 publications 2025: 19 publications
1965 2025

722 publications in total across all disciplines

View publications per year as a table
Satinder Singh: publications per year, 1965 to 2025
Year Publications
1965 2
1966 0
1967 0
1968 0
1969 0
1970 0
1971 0
1972 0
1973 0
1974 0
1975 1
1976 1
1977 1
1978 0
1979 0
1980 0
1981 0
1982 0
1983 2
1984 0
1985 1
1986 1
1987 0
1988 0
1989 2
1990 6
1991 4
1992 5
1993 7
1994 11
1995 5
1996 9
1997 7
1998 14
1999 8
2000 11
2001 11
2002 9
2003 15
2004 18
2005 17
2006 22
2007 14
2008 17
2009 18
2010 28
2011 25
2012 36
2013 28
2014 47
2015 41
2016 40
2017 37
2018 32
2019 38
2020 44
2021 34
2022 13
2023 11
2024 10
2025 19
Total 722
Download as CSV

Satinder Singh publications per year - data summary

  • Satinder Singh, a Computer Science scholar from DeepMind (United Kingdom), has 722 publications recorded across 61 years, from 1965 to 2025.
  • The oldest publication on record dates to 1965 and the most recent to 2025.
  • The most productive year is 2014, with 47 publications.
  • The least productive years with any output are 1975, 1976, 1977, 1985 and others, with 1 publication each.
  • 17 of the 61 years in the span carry no publications at all (1966, 1967, 1968, 1969 and others).
  • The rate of publication averages 11.8 papers per year over the whole span, or 16.4 per year counting only the 44 years with at least one publication.
  • The last 5 years on the chart (2021-2025) hold 87 publications, 12% of the career total.
  • Split into equal eras - 1965-1985: 8 publications (0.4 per year); 1986-2006: 182 publications (8.7 per year); 2007-2025: 532 publications (28.0 per year).
  • Comparing the opening and closing eras, the overall trend of publication is rising.

Satinder Singh 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 Satinder Singh 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, 342–351 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: 344 publications — 81st percentile

81% 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
342–351 208 344
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
Download as CSV

Satinder Singh 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.
  • Satinder Singh, a Computer Science scholar from DeepMind (United Kingdom), records 344 publications - the 81st percentile of the discipline.
  • 81% of ranked Computer Science scientists score the same or lower than Satinder Singh, and about 19% score higher.
  • The median of the discipline falls in the 202–211 publications range, and Satinder Singh 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).

Satinder Singh 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 Satinder Singh 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, 78–79 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: 78 D-Index — 92nd percentile

92% 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 78
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

Satinder Singh 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.
  • Satinder Singh, a Computer Science scholar from DeepMind (United Kingdom), records 78 D-Index - the 92nd percentile of the discipline.
  • 92% of ranked Computer Science scientists score the same or lower than Satinder Singh, and about 8% score higher.
  • The median of the discipline falls in the 44–45 D-Index range, and Satinder Singh 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

  • 2012 - Fellow of Alfred P. Sloan Foundation

Overview

Satinder Singh is affiliated with DeepMind in the United Kingdom. Their research spans the intersections of computer science and medicine, with a focus on artificial intelligence and related subfields. The main areas of study include artificial intelligence, computer vision and pattern recognition, genetics, oncology, and surgery.

The scientist's work covers several topics, including reinforcement learning in robotics, domain adaptation and few-shot learning, adversarial robustness in machine learning, COVID-19 and healthcare impacts, nasal surgery and airway studies, evolutionary algorithms and applications, and cleft lip and palate research.

Among their recent papers are:

  • Reward is enough, 2021, published in Artificial Intelligence
  • Discovering Reinforcement Learning Algorithms, 2020, published on arXiv (Cornell University)
  • Meta-Gradient Reinforcement Learning with an Objective Discovered Online, 2020, published on arXiv (Cornell University)
  • A Self-Tuning Actor-Critic Algorithm, 2020, published on arXiv (Cornell University)
  • Comparative Assessment of Autogenous Cancellous Bone Graft and Bovine-Derived Demineralized Bone Matrix for Secondary Alveolar Bone Grafting in Patients With Unilateral Cleft Lip and Palate, 2021, published in The Cleft Palate-Craniofacial Journal

Frequent coauthors include:

  • Tom Zahavy
  • David Silver
  • Hado van Hasselt
  • Sebastian Flennerhag
  • Vidya Rattan

The scientist commonly publishes in venues such as arXiv (Cornell University), Indian Journal of Otolaryngology and Head & Neck Surgery, Journal of Maxillofacial and Oral Surgery, Journal of Oral Biology and Craniofacial Research, and Scholarly Journal of Otolaryngology.

Satinder Singh received recognition as a Fellow of the Alfred P. Sloan Foundation in 2012.

Best Publications

  • Policy Gradient Methods for Reinforcement Learning with Function Approximation

    Richard S Sutton;David A. McAllester;Satinder P. Singh;Yishay Mansour

  • Between MDPs and semi-MDPs: a framework for temporal abstraction in reinforcement learning

    Richard S. Sutton;Doina Precup;Satinder Singh

  • Learning to act using real-time dynamic programming

    Andrew G. Barto;Steven J. Bradtke;Satinder P. Singh

  • Near-Optimal Reinforcement Learning in Polynomial Time

    Michael Kearns;Satinder Singh

  • Convergence of Stochastic Iterative Dynamic Programming Algorithms

    Tommi Jaakkola;Michael I. Jordan;Satinder P. Singh

  • Reinforcement learning with replacing eligibility traces

    Satinder P. Singh;Richard S. Sutton

  • Convergence Results for Single-Step On-PolicyReinforcement-Learning Algorithms

    Satinder Singh;Tommi Jaakkola;Michael L. Littman;Csaba Szepesvári

  • Intrinsically Motivated Reinforcement Learning

    Nuttapong Chentanez;Andrew G. Barto;Satinder P. Singh

  • Action-conditional video prediction using deep networks in Atari games

    Junhyuk Oh;Xiaoxiao Guo;Honglak Lee;Richard Lewis

  • Eligibility Traces for Off-Policy Policy Evaluation

    Doina Precup;Richard S. Sutton;Satinder P. Singh

  • Graphical models for game theory

    Michael J. Kearns;Michael L. Littman;Satinder P. Singh

  • Learning Without State-Estimation in Partially Observable Markovian Decision Processes

    Satinder P. Singh;Tommi S. Jaakkola;Michael I. Jordan

  • Reinforcement Learning Algorithm for Partially Observable Markov Decision Problems

    Tommi Jaakkola;Satinder P. Singh;Michael I. Jordan

  • Intrinsically Motivated Learning of Hierarchical Collections of Skills

    Andrew G. Barto;Satinder Singh;Nuttapong Chentanez

  • Intrinsically Motivated Reinforcement Learning: An Evolutionary Perspective

    Satinder Singh;Richard L Lewis;Andrew G Barto;Jonathan Sorg

  • Transfer of Learning by Composing Solutions of Elemental Sequential Tasks

    Satinder Pal Singh

  • Optimizing dialogue management with reinforcement learning: experiments with the NJFun system

    Satinder Singh;Diane Litman;Michael Kearns;Marilyn Walker

  • Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning

    Xiaoxiao Guo;Satinder Singh;Honglak Lee;Richard L Lewis

  • Reinforcement Learning with Soft State Aggregation

    Satinder P. Singh;Tommi Jaakkola;Michael I. Jordan

  • Reward is enough

    David Silver;Satinder P. Singh;Doina Precup;Richard S. Sutton

  • Near-Optimal Reinforcement Learning in Polynominal Time

    Michael J. Kearns;Satinder P. Singh

Frequent Co-Authors

Richard L. Lewis
Richard L. Lewis University of Michigan–Ann Arbor
Edmund H. Durfee
Edmund H. Durfee University of Michigan–Ann Arbor
Michael Kearns
Michael Kearns University of Pennsylvania
Michael P. Wellman
Michael P. Wellman University of Michigan–Ann Arbor
Honglak Lee
Honglak Lee University of Michigan–Ann Arbor
Yevgeniy Vorobeychik
Yevgeniy Vorobeychik Washington University in St. Louis
Andrew G. Barto
Andrew G. Barto University of Massachusetts Amherst
Xiaoxiao Guo
Xiaoxiao Guo The University of Texas at Dallas
Doina Precup
Doina Precup McGill University
Michael L. Littman
Michael L. Littman Brown University

External Links

Personal website of Satinder Singh Google Scholar page

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Publications: 114

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University of California, Berkeley

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Publications: 82

Jan Peters

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Publications: 81

Pieter Abbeel

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Shie Mannor

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Technion – Israel Institute of Technology

Publications: 73

Joelle Pineau

Joelle Pineau

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Publications: 70

Lihong Li

Lihong Li

Amazon (United States)

Publications: 70

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Shimon Whiteson

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Publications: 64

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McGill University

Publications: 64

Jürgen Schmidhuber

Jürgen Schmidhuber

King Abdullah University of Science and Technology

Publications: 60

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Publications: 57

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Publications: 54

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