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Emergence of innovations in networked populations with reputation-driven interactions

Published 4 Dec 2023 in physics.soc-ph | (2312.01812v2)

Abstract: In this work we analyze how reputation-based interactions influence the emergence of innovations. To do so, we make use of a dynamic model that mimics the discovery process by which, at each time step, a pair of individuals meet and merge their knowledge to eventually result in a novel technology of higher value. The way in which these pairs are brought together is found to be crucial for achieving the highest technological level. Our results show that when the influence of reputation is weak or moderate, it induces an acceleration of the discovery process with respect to the neutral case (purely random coupling). However, an excess of reputation is clearly detrimental, because it leads to an excessive concentration of knowledge in a small set of people, which prevents a diversification of the technologies discovered and, in addition, leads to societies in which a majority of individuals lack technical capabilities.

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References (65)
  1. C. Castellano, S. Fortunato,  and V. Loreto, “Statistical physics of social dynamics,” Reviews of Modern Physics 81, 591–646 (2009).
  2. M. Jusup, P. Holme, K. Kanazawa, M. Takayasu, I. Romić, Z. Wang, S. Geček, T. Lipić, B. Podobnik, L. Wang, W. Luo, T. Klanjšček, J. Fan, S. Boccaletti,  and M. Perc, “Social physics,” Physics Reports Social physics, 948, 1–148 (2022).
  3. T. C. Schelling, “Dynamic models of segregation,” The Journal of Mathematical Sociology 1, 143–186 (1971).
  4. R. Axelrod, “The Dissemination of Culture: A Model with Local Convergence and Global Polarization,” Journal of Conflict Resolution 41, 203–226 (1997).
  5. G. Szabó and G. Fáth, “Evolutionary games on graphs,” Physics Reports 446, 97–216 (2007).
  6. C. P. Roca, J. A. Cuesta,  and A. Sánchez, “Evolutionary game theory: Temporal and spatial effects beyond replicator dynamics,” Physics of Life Reviews 6, 208–249 (2009).
  7. M. Perc, J. Gómez-Gardeñes, A. Szolnoki, L. M. Floría,  and Y. Moreno, “Evolutionary dynamics of group interactions on structured populations: A review,” Journal of The Royal Society Interface 10, 20120997 (2013).
  8. A. Baronchelli, “The emergence of consensus: A primer,” Royal Society Open Science 5, 172189 (2018).
  9. C. Xia, J. Wang, M. Perc,  and Z. Wang, “Reputation and reciprocity,” Physics of Life Reviews 46, 8–45 (2023).
  10. G. Deffuant, D. Neau, F. Amblard,  and G. Weisbuch, “Mixing beliefs among interacting agents,” Advances in Complex Systems 03, 87–98 (2000).
  11. S. Redner, “Reality-inspired voter models: A mini-review,” Comptes Rendus Physique 20, 275–292 (2019).
  12. H. Pérez-Martínez, F. Bauzá Mingueza, D. Soriano-Paños, J. Gómez-Gardeñes,  and L. M. Floría, “Polarized opinion states in static networks driven by limited information horizons,” Chaos, Solitons & Fractals 175, 113917 (2023).
  13. J. Ojer, D. Cárcamo, R. Pastor-Satorras,  and M. Starnini, “Charting multidimensional ideological polarization across demographic groups in the United States,”  (2023), 2311.06096 [physics] .
  14. M. K. Chen and R. Rohla, “The effect of partisanship and political advertising on close family ties,” Science 360, 1020–1024 (2018).
  15. D. Centola, “An Experimental Study of Homophily in the Adoption of Health Behavior,” Science 334, 1269–1272 (2011).
  16. A. Carballosa, M. Mussa-Juane,  and A. P. Muñuzuri, “Incorporating social opinion in the evolution of an epidemic spread,” Scientific Reports 11, 1772 (2021).
  17. L. A. N. Fard, M. Starnini,  and M. Tizzoni, “Modeling adaptive forward-looking behavior in epidemics on networks,”  (2023), 2301.04947 [physics] .
  18. D. J. Daley and D. G. Kendall, “Epidemics and Rumours,” Nature 204, 1118–1118 (1964).
  19. M. Granovetter, “Threshold Models of Collective Behavior,” American Journal of Sociology 83, 1420–1443 (1978).
  20. J. Gómez-Gardeñes, L. Lotero, S. N. Taraskin,  and F. J. Pérez-Reche, “Explosive Contagion in Networks,” Scientific Reports 6, 19767 (2016).
  21. H. Pérez-Martínez, F. J. Bauzá, D. Soriano-Paños, J. Gómez-Gardeñes,  and L. M. Floría, “Emergence, survival, and segregation of competing gangs,” Chaos: An Interdisciplinary Journal of Nonlinear Science 32, 083114 (2022), publisher: American Institute of Physics.
  22. M. D. Vicario, A. Bessi, F. Zollo, F. Petroni, A. Scala, G. Caldarelli, H. E. Stanley,  and W. Quattrociocchi, “The spreading of misinformation online,” Proceedings of the National Academy of Sciences 113, 554–559 (2016).
  23. S. Vosoughi, D. Roy,  and S. Aral, “The spread of true and false news online,” Science 359, 1146–1151 (2018).
  24. R. Boyd and P. J. Richerson, Culture and the Evolutionary Process (University of Chicago Press, 1985).
  25. M. Derex and A. Mesoudi, “Cumulative Cultural Evolution within Evolving Population Structures,” Trends in Cognitive Sciences 24, 654–667 (2020).
  26. J. F.-L. d. Pablo, V. Romano, M. Derex, E. Gjesfjeld, C. Gravel-Miguel, M. J. Hamilton, A. B. Migliano, F. Riede,  and S. Lozano, “Understanding hunter–gatherer cultural evolution needs network thinking,” Trends in Ecology & Evolution 37, 632–636 (2022), publisher: Elsevier.
  27. L. G. Dean, G. L. Vale, K. N. Laland, E. Flynn,  and R. L. Kendal, “Human cumulative culture: A comparative perspective,” Biological Reviews 89, 284–301 (2014).
  28. M. Derex, “Human cumulative culture and the exploitation of natural phenomena,” Philosophical Transactions of the Royal Society B: Biological Sciences 377, 20200311 (2021).
  29. A. Migliano and L. Vinicius, “The origins of human cumulative culture: From the foraging niche to collective intelligence,” Philosophical Transactions of the Royal Society B: Biological Sciences 377 (2022), 10.1098/rstb.2020.0317.
  30. M. Tomasello, “The Human Adaptation for Culture,” Annual Review of Anthropology 28, 509–529 (1999).
  31. C. Tennie, J. Call,  and M. Tomasello, “Ratcheting up the ratchet: on the evolution of cumulative culture,” Philosophical Transactions of the Royal Society B: Biological Sciences 364, 2405–2415 (2009), publisher: Royal Society.
  32. R. Boyd, P. J. Richerson,  and J. Henrich, “The cultural niche: Why social learning is essential for human adaptation,” Proceedings of the National Academy of Sciences 108, 10918–10925 (2011).
  33. G. Dosi, “Technological paradigms and technological trajectories: A suggested interpretation of the determinants and directions of technical change,” Research Policy 11, 147–162 (1982).
  34. H. Youn, D. Strumsky, L. M. A. Bettencourt,  and J. Lobo, “Invention as a combinatorial process: Evidence from US patents,” Journal of The Royal Society Interface 12, 20150272 (2015).
  35. E. Rogers, Diffusion of Innovations (Free Press, New York, NY, 1995).
  36. M. Tomasello, A. C. Kruger,  and H. H. Ratner, “Cultural learning,” Behavioral and Brain Sciences 16, 495–511 (1993).
  37. M. Tomasello, “Cultural Learning Redux,” Child Development 87, 643–653 (2016).
  38. J. Henrich and F. J. Gil-White, “The evolution of prestige: Freely conferred deference as a mechanism for enhancing the benefits of cultural transmission,” Evolution and Human Behavior 22, 165–196 (2001).
  39. M. Chudek, S. Heller, S. Birch,  and J. Henrich, “Prestige-biased cultural learning: Bystander’s differential attention to potential models influences children’s learning,” Evolution and Human Behavior 33, 46–56 (2012).
  40. M. L. Small, “Weak ties and the core discussion network: Why people regularly discuss important matters with unimportant alters,” Social Networks 35, 470–483 (2013).
  41. J. Tooby and L. Cosmides, “Friendship and the Banker’s Paradox: Other Pathways to the Evolution of Adaptations for Altruism,” Proceedings of the British Academy 88 (1996).
  42. J. Henrich, “Demography and Cultural Evolution: How Adaptive Cultural Processes Can Produce Maladaptive Losses—The Tasmanian Case,” American Antiquity 69, 197–214 (2004), publisher: Cambridge University Press.
  43. J. Henrich and R. McElreath, “The evolution of cultural evolution,” Evolutionary Anthropology: Issues, News, and Reviews 12, 123–135 (2003).
  44. N. Creanza, O. Kolodny,  and M. W. Feldman, “Cultural evolutionary theory: How culture evolves and why it matters,” Proceedings of the National Academy of Sciences 114, 7782–7789 (2017).
  45. L. Fogarty, P. Strimling,  and K. N. Laland, “The evolution of teaching,” Evolution 65, 2760–2770 (2011).
  46. B. S. Hewlett, H. N. Fouts, A. H. Boyette,  and B. L. Hewlett, “Social learning among Congo Basin hunter–gatherers,” Philosophical Transactions of the Royal Society B: Biological Sciences  (2011), 10.1098/rstb.2010.0373.
  47. G. D. Salali, N. Chaudhary, J. Bouer, J. Thompson, L. Vinicius,  and A. B. Migliano, “Development of social learning and play in BaYaka hunter-gatherers of Congo,” Scientific Reports 9, 11080 (2019).
  48. D. M. Cataldo, A. B. Migliano,  and L. Vinicius, “Speech, stone tool-making and the evolution of language,” PLOS ONE 13, 1–10 (2018).
  49. G. D. Salali, N. Chaudhary, J. Thompson, O. M. Grace, X. M. van der Burgt, M. Dyble, A. E. Page, D. Smith, J. Lewis, R. Mace, L. Vinicius,  and A. B. Migliano, “Knowledge-Sharing Networks in Hunter-Gatherers and the Evolution of Cumulative Culture,” Current biology: CB 26, 2516–2521 (2016).
  50. C. Padilla-Iglesias, J. Blanco-Portillo, A. Ioannidis, A. Manica, L. Vinicius,  and A. B. Migliano, “Cultural Evolution of Central African hunter-gatherers reflects a deep history of interconnectivity,”  (2022).
  51. M. Alex and W. Andrew, “The multiple roles of cultural transmission experiments in understanding human cultural evolution,” Phil. Trans. R. Soc. B 363, 3489–3501 (2008).
  52. A. B. Migliano, A. E. Page, J. Gómez-Gardeñes, G. D. Salali, S. Viguier, M. Dyble, J. Thompson, N. Chaudhary, D. Smith, J. Strods, R. Mace, M. G. Thomas, V. Latora,  and L. Vinicius, “Characterization of hunter-gatherer networks and implications for cumulative culture,” Nature Human Behaviour 1, 1–6 (2017).
  53. A. B. Migliano, F. Battiston, S. Viguier, A. E. Page, M. Dyble, R. Schlaepfer, D. Smith, L. Astete, M. Ngales, Jesús Gómez-Gardeñes, V. Latora,  and L. Vinicius, “Hunter-gatherer multilevel sociality accelerates cumulative cultural evolution,” Science Advances 6, eaax5913 (2020).
  54. M. Smolla and E. Akçay, “Cultural selection shapes network structure,” Science Advances 5 (2019), 10.1126/sciadv.aaw0609, publisher: American Association for the Advancement of Science.
  55. M. Derex and R. Boyd, “Partial connectivity increases cultural accumulation within groups,” Proceedings of the National Academy of Sciences 113, 2982–2987 (2016).
  56. S. Shennan, “Demography and Cultural Innovation: a Model and its Implications for the Emergence of Modern Human Culture,” Cambridge Archaeological Journal 11, 5–16 (2001), publisher: Cambridge University Press.
  57. M. Derex, C. Perreault,  and R. Boyd, “Divide and conquer: intermediate levels of population fragmentation maximize cultural accumulation,” Philosophical Transactions of the Royal Society B: Biological Sciences 373, 20170062 (2018), publisher: Royal Society.
  58. H. M. Lewis and K. N. Laland, “Transmission fidelity is the key to the build-up of cumulative culture,” Philosophical Transactions of the Royal Society B: Biological Sciences 367, 2171–2180 (2012), publisher: Royal Society.
  59. V. Reyes-García, M. Guèze, A. C. Luz, J. Paneque-Gálvez, M. J. Macía, M. Orta-Martínez, J. Pino,  and X. Rubio-Campillo, “Evidence of traditional knowledge loss among a contemporary indigenous society,” Evolution and Human Behavior 34, 249–257 (2013).
  60. G. D. Salali, M. Dyble, N. Chaudhary, G. Sikka, I. Derkx, S. M. Keestra, D. Smith, J. Thompson, L. Vinicius,  and A. B. Migliano, “Global WEIRDing: transitions in wild plant knowledge and treatment preferences in Congo hunter–gatherers,” Evolutionary Human Sciences 2, e24 (2020), publisher: Cambridge University Press.
  61. C. Aporta and E. Higgs, “Satellite Culture: Global Positioning Systems, Inuit Wayfinding, and the Need for a New Account of Technology,” Current Anthropology 46, 729–753 (2005), publisher: The University of Chicago Press.
  62. K. Garg, C. Padilla-Iglesias, N. Restrepo Ochoa,  and V. B. Knight, “Hunter–gatherer foraging networks promote information transmission,” Royal Society Open Science 8, 211324 (2021), publisher: Royal Society.
  63. A. Mesoudi and M. J. O’brien, “The cultural transmission of great basin projectile-point technology i: an experimental simulation,” American Antiquity 73, 3–28 (2008a).
  64. A. Mesoudi and M. J. O’brien, “The cultural transmission of great basin projectile-point technology ii: an agent-based computer simulation,” American Antiquity 73, 627–644 (2008b).
  65. A. Mesoudi, “An experimental simulation of the "copy-successful-individuals" cultural learning strategy: adaptive landscapes, producer-scrounger dynamics, and informational access costs,” Evolution and Human Behavior 29, 350–363 (2008).

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