Evolutionary Game Theory

Cooperation is vital to our survival and progress. Evolutionary game theory offers a lens to understand the structures and incentives that enable cooperation to be a successful strategy. As artificial intelligence agents become integral to human systems, the dynamics of cooperation take on unprecedented significance. Decentralized frameworks like Web3, grounded in transparency, accountability, and trust, offer a foundation for fostering cooperation by establishing enforceable rules and incentives for humans and AI agents. Guided by our Incentivized Symbiosis model, a paradigm aligning (...) human and AI agent goals through bidirectional incentives and mutual adaptation, we investigate mechanisms for embedding cooperation into human-agent coevolution. We conceptualize Incentivized Symbiosis as part of a contemporary moral framework inspired by Web3 principles, encoded in blockchain technology to define and enforce rules, incentives, and consequences for both humans and AI agents. By integrating these principles into the very architecture of human-agent interactions, Web3 ecosystems catalyze an environment ripe for collaborative innovation. Our study traverses several transformative applications of Incentivized Symbiosis, from decentralized finance to governance and cultural adaptation, illustrating how AI agents can coevolve with humans to forge a trajectory of shared, sustainable progress. (shrink)

Grice, Lewis, and Skyrms proposed similar distinctions between kinds of meaning. The meaning of terms in human language, as Lewis and Skyrms had it, is ‘conventional’. Skyrms presented models showing how it is possible for conventional meaning to evolve in a population without reliance on pre-existing meaning. But one might think of conventionality as coming in degrees, based on whether the evolutionary process begins with ‘natural saliences’. We propose a theory of natural salience and several extensions of Skyrms’s models to (...) capture this notion. These models reveal that natural saliences can hinder, as well as help, the evolution of language. (shrink)

Evoke is a Python library for evolutionary simulations of signalling games. It offers a simple and intuitive API that can be used to analyze arbitrary game-theoretic models, and to easily reproduce and customize well-known results and figures from the literature.

Why do we have social norms—of fairness, cooperation, trust, property, or gender? Modern-day Humeans, as I call them, believe these norms are best accounted for in cultural evolutionary terms, as adaptive solutions to recurrent problems of social interaction. In this paper, I discuss a challenge to this “Humean Program.” Social norms involve widespread behaviors, but also distinctive psychological attitudes and dispositions. According to the challenge, Humean accounts of norms leave their psychological side unexplained. They explain, say, why we share equally, (...) but not why we disapprove of those who don’t. I defend the Humean Program against this challenge. In particular, I suggest an idea for how to extend the Program to account for the psychological side of norms. Socially adaptive behaviors aren’t just likely to emerge in a group; They are also likely to be widely taught within it. The transmission of these behaviors through instruction explains why they are associated with distinctive normative attitudes and dispositions. These attitudes play a pedagogical role in helping transmit these behaviors to children and newcomers. (shrink)

Thomas Hurka’s recursive account of value appeals to certain intuitions to expand the class of intrinsic values, placing concepts of virtue and desert within the realm of second and third order intrinsic goods, respectively. This is a formalization of a tradition of thought extending back to Aristotle and Kant via the British moralists, G. E. Moore, and W. D. Ross. However, the evidential status of such intuitions vis a vis the real, intrinsic value of virtue and desert is hostage to (...) alternative explanations. If there is a plausible competing explanation for these intuitions, then the (putative) fact that desert and virtue are intrinsic (rather than instrumental or derivative) goods seems a much less obvious choice for the best explanation. As it turns out, there are plausible evolutionary explanations for these intuitions about desert and virtue. These evolutionary explanations suggest that it is adaptive to value desert and virtue separately from their instrumentality for other goods. Consequently, these explanations debunk intuitions about the intrinsic value of desert and virtue. (shrink)

Jaroslav Peregrin, Člověk v zrcadle teorie her: Jak nám matematika a filozofie pomáhají zjišťovat, co jsme zač, Praha: Dokořán, 2021, 119 s., ISBN 978-80-7675-012-8.

Der berühmte Ameisenmann E.O. Wilson war schon immer einer meiner Helden - nicht nur ein hervorragender Biologe, sondern eine der winzigen und verschwindenden Minderheit von Intellektuellen, die es zumindest wagt, die Wahrheit über unsere Natur anzudeuten, die andere nicht verstehen oder, soweit sie es verstehen, aus politischen Gründen unermüdlich vermeiden. Leider beendet er seine lange Karriere auf äußerst schäbige Weise als Partei eines ignoranten und arroganten Angriffs auf die Wissenschaft, der zumindest teilweise durch die religiöse Inbrunst seiner Harvard-Kollegenmotiviertist. Es zeigt (...) die abscheulichen Folgen, wenn Universitäten Geld von religiösen Gruppen annehmen, Wissenschaftszeitschriften von großen Namen so bewundert sind, dass sie eine ordnungsgemäße Peer Review vermeiden und wenn Egos außer Kontrolle geraten dürfen. Es führt uns in die Natur der Evolution, die Grundlagen der wissenschaftlichen Methodik, wie Mathematik mit Wissenschaft zusammenhängt, was eine Theorie ausmacht, und sogar, welche Einstellungen zu Religion und Großzügigkeit angemessen sind, wenn wir uns unaufhaltsam dem Zusammenbruch der industriellen Zivilisation nähern. Ich fand Abschnitte in 'Conquest' mit dem üblichen prägnanten Kommentar (obwohl nichts wirklich Neues oder Interessantes, wenn man seine anderen Werke gelesen hat und auf biologie im Allgemeinen ist) in der oftgestylten Prosa, die sein Markenzeichen ist, aber war ziemlich überrascht, dass der Kern des Buches seine Ablehnung inklusiver Fitness (die seit über 50 Jahren ein Standbein der Evolutionsbiologie ist) zugunsten der Gruppenauswahl ist. Man nimmt an, dass von ihm kommen und mit den articles er bezieht sich auf veröffentlicht von sich selbst und Harvard Mathematik Kollege Nowak in großen Peer-Review-Zeitschriften wie Nature, muss es ein wesentlicher Fortschritt sein,, trotz der Tatsache, dass ich wusste, Gruppenauswahl wurde fast überall abgelehnt, da mit jeder großen Rolle in der Evolution. Ich habe zahlreiche Rezensionen im Netz gelesen und viele haben gute Kommentare, aber die, die ich am meisten sehen wollte, war, dass von renommierten Wissenschaftsautor und Evolutionsbiologe Richard Dawkins. Im Gegensatz zu den meisten von Fachleuten, die in Zeitschriften nur für diejenigen mit Zugang zu einer Universität zur Verfügung stehen, ist es leicht im Netz verfügbar, obwohlanscheinend, entschied er sich, es nicht in einer Zeitschrift zu veröffentlichen, da es angemessen abscheulich ist. Leider findet man eine vernichtende Ablehnung des Buches und den acerbic Kommentar über einen wissenschaftlichen Kollegen, den ich je von Dawkins gesehen habe -- über alles in seinem vielen Austausch mit dem verstorbenen und unbeklagten Demagogen und Pseudowissenschaftler Stephan Jay Gould. Obwohl Gould für seine persönlichen Angriffe auf seinen Harvard-Kollegen Wilson berüchtigt war, stellt Dawkins fest, dass ein Großteil von "Conquest" einen unbequem an Goulds häufige Verfehlungen in "bland, unfocussed ecumenicalis" erinnert. Dasselbe gilt mehr oder weniger für Wilsons populäres Schreiben, einschließlich seines jüngsten Buches "The Meaning of Human Existence" – eine weitere schamlose Eigenwerbung seiner diskreditierten Ideen zu Inklusiver Fitness (IF). Dawkins weist darauf hin, dass das berüchtigte 2010-Papier von Nowak, Tarnita und Wilson in Nature von über 140 Biologen, die einen Brief unterzeichnet haben, fast überall abgelehnt wurde und dass es in Wilsons Buch kein Wort darüber gibt. Auch in den folgenden 4 Jahren mit Artikeln, Vorträgen und mehreren Büchern haben sie dies nicht korrigiert. Es gibt keine andere Wahl, als Dawkins trenchant Kommentar zuzustimmen: "Für Wilson nicht zu zugeben, dass er für sich selbst gegen die große Mehrheit seiner professionellen Kollegen spricht - es schmerzt mich, dies von einem lebenslangen Helden zu sagen -- ein Akt mutwilligen Arroganz." Angesichts von Nowaks späterem Verhalten muss man ihn auch einbeziehen. Ich habe das Gefühl, dass einer der fassungslosen Menschen, die man im Fernsehen sieht, interviewt wird, nachdem der nette Mann von nebenan, der seit 30 Jahren alle Kinder babysitten, als Serienmörder entlarvt wird. Dawkins weist auch darauf hin (wie er und andere seit vielen Jahren), dass inklusive Fitness mit dem Neo-Darwinismus (d.h. logischerweise folgt) entsteht und nicht abgelehnt werden kann, ohne die Evolution selbst abzulehnen. Wilson erinnert uns erneut an Gould, der Kreationisten von der einen Seite seines Mundes anprangerte, während er ihnen Trost spendete, indem er endlosen ultraliberalen marxistisch gefärbten Kauderwelsch über Spandrels, unterbrochenes Gleichgewicht und Evolutionspsychologie von der anderen ausspeist. Die Unbestimmtheit und mathematische Opazität (für die meisten von uns) der Mathematik der Gruppen- oder Mehrebenenauswahl ist genau das, was die Sanftmütigen ihnen ermöglichen wollen, dem rationalen Denken in ihren endlosen antiwissenschaftlichen Gerüchten und (in der Wissenschaft) postmodernen Wortsalate zu entkommen. Schlimmer noch, Wilsons "Eroberung" ist ein schlecht durchdachtes und schlampig geschriebenes Durcheinander voller Nonsequiturs, vager Streifzüge, Verwirrungen und Inkohärenz. Eine gute Bewertung, die einige davon im Detail ist, dass von Absolvent Gerry Carter, die Sie im Netz finden können. Wilson hat auch nichts mit unserem gegenwärtigen Verständnis der Evolutionspsychologie (EP) zu tun (siehe z.B. die letzten 300 Seiten von Pinkers 'The Better Angels of our Nature'). Wenn Sie eine seriöse Buchlänge Bericht über die soziale Evolution und einige relevante EP von einem Experten wollen, siehe 'Principles of Social Evolution' von Andrew F.G. Bourke, oder ein nicht ganz so ernster und zugegebenermaßen fehlerhafter und irrender Bericht, aber ein Muss,das Robert Trivers dennoch lesen muss—'The Folly of Fools: The Logic of Deceit and Self-Deception in Human Life' und ältere, aber immer noch aktuelle und durchdringende Werke wie 'The Evolutionof Cooperation':Revised Edition by Robert Axelrod and 'The Biology ofMoral Systems' von Richard Alexander. (shrink)

We consider how an epistemic network might self-assemble from the ritualization of the individual decisions of simple heterogeneous agents. In such evolved social networks, inquirers may be significantly more successful than they could be investigating nature on their own. The evolved network may also dramatically lower the epistemic risk faced by even the most talented inquirers. We consider networks that self-assemble in the context of both perfect and imperfect communication and compare the behaviour of inquirers in each. This provides a (...) step in bringing together two new and developing research programs, the theory of self-assembling games and the theory of network epistemology. (shrink)

In this essay review of Samir Okasha's Agents and Goals in Evolution, I reflect on the rationale for agential thinking in biology, and consider whether the rationale is the same for genes as for organisms. I also discuss Okasha's ingenious examples of the evolution of irrational behaviour, and in particular the evolution of violations of the "independence axiom" of rational choice theory. These examples rely on a crucial distinction between aggregate and idiosyncratic risk.

Famous ant-man E.O. Wilson has always been one of my heroes --not only an outstanding biologist, but one of the tiny and vanishing minority of intellectuals who at least dares to hint at the truth about our nature that others fail to grasp, or insofar as they do grasp, studiously avoid for political expedience. Sadly, he is ending his long career in a most sordid fashion as a party to an ignorant and arrogant attack on science motivated at least in (...) part by the religious fervor of his Harvard colleagues. It shows the vile consequences when universities accept money from religious groups, science journals are so awed by big names that they avoid proper peer review, and when egos are permitted to get out of control. It takes us into the nature of evolution, the basics of scientific methodology, how math relates to science, what constitutes a theory, and even what attitudes to religion and generosity are appropriate as we inexorably approach the collapse of industrial civilization. -/- Those wishing a comprehensive up to date framework for human behavior from the modern two systems view may consult my book ‘The Logical Structure of Philosophy, Psychology, Mind and Language in Ludwig Wittgenstein and John Searle’ 2nd ed (2019). Those interested in more of my writings may see ‘Talking Monkeys--Philosophy, Psychology, Science, Religion and Politics on a Doomed Planet--Articles and Reviews 2006-2019 3rd ed (2019) and Suicidal Utopian Delusions in the 21st Century 4th ed (2019) . (shrink)

Since Gintis is a senior economist and I have read some of his previous books with interest, I was expecting some more insights into behavior. Sadly, he makes the dead hands of group selection and phenomenology into the centerpieces of his theories of behavior, and this largely invalidates the work. Worse, since he shows such bad judgement here, it calls into question all his previous work. The attempt to resurrect group selection by his friends at Harvard, Nowak and Wilson, a (...) few years ago was one of the major scandals in biology in the last decade, and I have recounted the sad story in my article ‘Altruism, Jesus and the End of the World—how the Templeton Foundation bought a Harvard Professorship and attacked Evolution, Rationality and Civilization -- A review of E.O. Wilson 'The Social Conquest of Earth' (2012) and Nowak and Highfield ‘SuperCooperators’ (2012).’ Unlike Nowak, Gintis does not seem to be motivated by religious fanaticism, but by the strong desire to generate an alternative to the grim realities of human nature, made easy by the (near universal) lack of understanding of basic human biology and blank slateism of behavioral scientists, other academics, and the general public. -/- Gintis rightly attacks (as he has many times before) economists, sociologists and other behavioral scientists for not having a coherent framework to describe behavior. Of course, the framework needed to understand behavior is an evolutionary one. Unfortunately, he fails to provide one himself (according to his many critics and I concur), and the attempt to graft the rotten corpse of group selection onto whatever economic and psychological theories he has generated in his decades of work, merely invalidates his entire project. -/- Although Gintis makes a valiant effort to understand and explain the genetics, like Wilson and Nowak, he is far from an expert, and like them, the math just blinds him to the biological impossibilities and of course this is the norm in science. As Wittgenstein famously noted on the first page of Culture and Value “There is no religious denomination in which the misuse of metaphysical expressions has been responsible for so much sin as it has in mathematics.” -/- It has always been crystal clear that a gene that causes behavior which decreases its own frequency cannot persist, but this is the core of the notion of group selection. Furthermore, it has been well known and often demonstrated that group selection just reduces to inclusive fitness (kin selection), which, as Dawkins has noted, is just another name for evolution by natural selection. Like Wilson, Gintis has worked in this arena for about 50 years and still has not grasped it, but after the scandal broke, it took me only 3 days to find, read and understand the most relevant professional work, as detailed in my article. It is mind boggling to realize that Gintis and Wilson were unable to accomplish this in nearly half a century. -/- I discuss the errors of group selection and phenomenology that are the norm in academia as special cases of the near universal failure to understand human nature that are destroying America and the world. -/- Those wishing a comprehensive up to date framework for human behavior from the modern two systems view may consult my book ‘The Logical Structure of Philosophy, Psychology, Mind and Language in Ludwig Wittgenstein and John Searle’ 2nd ed (2019). Those interested in more of my writings may see ‘Talking Monkeys--Philosophy, Psychology, Science, Religion and Politics on a Doomed Planet--Articles and Reviews 2006-2019 3rd ed (2019), The Logical Structure of Human Behavior (2019), and Suicidal Utopian Delusions in the 21st Century 4th ed (2019) . (shrink)

ABSTRACTCurrent evolutionary models of revenge focus on its complex deterrent functions. Nevertheless, there are some retaliatory behaviors in nonhuman animals that do not appear to have a deterren...

Deception has recently received a significant amount of attention. One of main reasons is that it lies at the intersection of various areas of research, such as the evolution of cooperation, animal communication, ethics or epistemology. This essay focuses on the biological approach to deception and argues that standard definitions put forward by most biologists and philosophers are inadequate. We provide a functional account of deception which solves the problems of extant accounts in virtue of two characteristics: deceptive states have (...) the function of causing a misinformative states and they do not necessarily provide direct benefits to the deceivers and losses to the targets. (shrink)

The ‘managed-metabolism’ hypothesis suggests that a ‘cooperation barrier’ must be overcome if self-producing chemical organizations are to undergo the transition from non-life to life. This dynamical barrier prevents un-managed autocatalytic networks of molecular species from individuating into complex, cooperative organizations. The barrier arises because molecular species that could otherwise make significant cooperative contributions to the success of an organization will often not be supported within the organization, and because side reactions and other ‘free-riding’ processes will undermine cooperation. As a result, (...) the barrier seriously impedes the emergence of individuality, complex functionality and the transition to life. This barrier is analogous to the cooperation barrier that also impedes the emergence of complex cooperation at all levels of living organization. As has been shown at other levels of organization, the barrier can be overcome comprehensively by appropriate ‘management’. Management implements a system of evolvable constraints that can overcome the cooperation barrier by ensuring that beneficial co-operators are supported within the organization and by suppressing free-riders. In this way, management can control and manipulate the chemical processes of a collectively autocatalytic organization, producing novel processes that serve the interests of the organization as a whole and that could not arise and persist in an un-managed chemical organization. Management self-organizes because it is able to capture some of the benefits that are produced when its interventions promote cooperation, thereby enhancing productivity. Selection will therefore favour the emergence of managers that take over and manage chemical organizations so as to overcome the cooperation barrier. The managed-metabolism hypothesis demonstrates that if management is to overcome the cooperation barrier comprehensively, its interventions must be digitally coded. In this way, the hypothesis accounts for the two-tiered structure of all living cells in which a digitally-coded genetic apparatus manages an analogically-informed metabolism.GraphicalOpen image in new window. (shrink)

You can get a quick summary of this book on p 135 or 326. If you are not up to speed on evolutionary psychology you should first read one of the numerous recent texts with this term in the title. One of the best is " The Handbook of Evolutionary Psychology " by Buss, but it is big and expensive. Until about 15 years ago, ´explanations´´of behavior have not really been explanations of mental processes at all, but rather vague and (...) largely useless descriptions of what people did and what they said, with no insight into why. We might say that people gather to commemorate an event, praise god, receive his (or her or their) blessings, etc, but none of this describes the relevant mental processes so we might say they are explanations in much the same way that it explains why an apple drops to the ground if we say its because we released it and it's heavy-there is no mechanism and no explanatory or predictive power. This book continues the elucidation of the genetic basis of human behavior which has been almost univerally ignored and denied by academia, religion, politics and the public(see Pinker´s excellent book``The BlankSlatè`). His statement (p3) that it is meaningless to ask if religion is genetic is mistaken as the percentage of variation due to genes and environment can be studied, just as they are for all other behaviors (see eg. Pinker). The title should be "Preliminary Attempts to Explain Some Aspects of Primitive Religion" since he does not treat higher consciousness at all (e.g., satori, enlightenment etc.) which are by far the most interesting phenomena and the only part of religion of personal interest to intelligent, educated people in the 21st century. Reading this entire book, you would never guess such things exist. Likewise for the immense field of drugs and religion. It lacks a framework for rationality and does not mention the dual systems of thought view which is now so productive. For these I suggest my own recent papers. Nevertheless, the book has much of interest and in spite of being dated is still worth reading. -/- Those wishing a comprehensive up to date account of Wittgenstein, Searle and their analysis of behavior from the modern two systems view may consult my article The Logical Structure of Philosophy, Psychology, Mind and Language as Revealed in Wittgenstein and Searle (2016). Those interested in all my writings in their most recent versions may download from this site my e-book ‘Philosophy, Human Nature and the Collapse of Civilization Michael Starks (2016)- Articles and Reviews 2006-2016’ by Michael Starks First Ed. 662p (2016). -/- All of my papers and books have now been published in revised versions both in ebooks and in printed books. -/- Talking Monkeys: Philosophy, Psychology, Science, Religion and Politics on a Doomed Planet - Articles and Reviews 2006-2017 (2017) https://www.amazon.com/dp/B071HVC7YP. -/- The Logical Structure of Philosophy, Psychology, Mind and Language in Ludwig Wittgenstein and John Searle--Articles and Reviews 2006-2016 (2017) https://www.amazon.com/dp/B071P1RP1B. -/- Suicidal Utopian Delusions in the 21st century: Philosophy, Human Nature and the Collapse of Civilization - Articles and Reviews 2006-2017 (2017) https://www.amazon.com/dp/B0711R5LGX . (shrink)

Naturalistic theories of representation seek to specify the conditions that must be met for an entity to represent another entity. Although these approaches have been relatively successful in certain areas, such as communication theory or genetics, many doubt that they can be employed to naturalize complex cognitive representations. In this essay I identify some of the difficulties for developing a teleosemantic theory of cognitive representations and provide a strategy for accommodating them: to look into models of signaling in evolutionary game (...) theory. I show how these models can be used to formulate teleosemantics and expand it in new directions. (shrink)

Skyrms, building on the work of Dretske, has recently developed a novel information-theoretic account of propositional content in simple signalling systems. Information-theoretic accounts of content traditionally struggle to accommodate the possibility of misrepresentation, and I show that Skyrms’s account is no exception. I proceed to argue, however, that a modified version of Skyrms’s account can overcome this problem. On my proposed account, the propositional content of a signal is determined not by the information that it actually carries, but by the (...) information that it would carry at the nearest separating equilibrium of the underlying evolutionary dynamics. I show that this amended account yields reasonable ascriptions of false propositional content in a well-known formal model of the evolution of communication , and close with a discussion of the serious but perhaps not insuperable difficulties we face in applying the account to examples of signalling in the real world. (shrink)

I argue that the evolutionary history of anger has substantive implications for normative ethics. In the process, I develop an evolutionary account of anger and its influence on action. First, I consider a prominent argument by Peter Singer and Joshua Greene. They conclude that evolutionary explanations of human cooperation debunk – or undercut the evidential value of – the moral intuitions supporting duty ethics (as opposed to utilitarian or consequentialist ethics). With this argument they aim to defend consequentialist theories. However, (...) their argument also threatens to debunk intuitions that support consequentialist theories. I give a novel argument that overcomes this difficulty. Specifically, I offer an evolutionary story about anger that can explain retributive, duty-oriented intuitions concerning punishment. This explanation debunks these intuitions (and not others) by showing that they were selected for their biological consequences rather than their accuracy (concerning duties to punish). I develop this explanation by raising and resolving three additional problems. First, prominent evolutionary explanations of retributive motives fail because they appeal to models that apply only to organisms with strategic insight. To mitigate this problem, I explain the existence of a retributive-like motive in rodents by appealing to an economic model of resource competition, which applies to organisms without strategic insight. Second, I show that human anger was shaped by resource competition of this kind. To do so, I develop evidential criteria to determine when psychological systems in different species share common evolutionary origins. I deploy these criteria to argue that human anger and the retributive motive in rodents derive from the same ancestral trait. Finally, the continuity of anger across human and nonhuman animals stands in tension with the idea that anger causes purposive behavior like retribution or retaliation. I argue that differences between the angry behaviors of human and nonhuman animals are differences in degree and not in kind. In the end, this evolutionary story both explains and undermines retributive intuitions, but not in the straightforward way that Singer and Greene suppose. (shrink)

Evolutionary applications of game theory present one of the most pedagogically accessible varieties of genuine, contemporary theoretical biology. We present here Oyun (OY-oon, http://charlespence.net/oyun), a program designed to run iterated prisoner’s dilemma tournaments, competitions between prisoner’s dilemma strategies developed by the students themselves. Using this software, students are able to readily design and tweak their own strategies, and to see how they fare both in round-robin tournaments and in “evolutionary” tournaments, where the scores in a given “generation” directly determine contribution (...) to the population in the next generation. Oyun is freely available, runs on Windows, Mac, and Linux computers, and the process of creating new prisoner’s dilemma strategies is both easy to teach and easy for students to grasp. We illustrate with two interesting examples taken from actual use of Oyun in the classroom. (shrink)

When game theory was introduced to biology, the components of classic game theory models were replaced with elements more befitting evolutionary phenomena. The actions of intelligent agents are replaced by phenotypic traits; utility is replaced by fitness; rational deliberation is replaced by natural selection. In this paper, I argue that this classic conception of comprehensive reapplication is misleading, for it overemphasizes the discontinuity between human behavior and evolved traits. Explicitly considering the representational roles of evolutionary game theory brings to attention (...) neglected areas of overlap, as well as a range of evolutionary possibilities that are often overlooked. The clarifications this analysis provides are well-illustrated by—and particularly valuable for—game theoretic treatments of the evolution of social behavior. (shrink)

Employing computer simulations for the study of the evolution of altruism has been popular since Axelrod's book "The Evolution of Cooperation". But have the myriads of simulation studies that followed in Axelrod's footsteps really increased our knowledge about the evolution of altruism or cooperation? This book examines in detail the working mechanisms of simulation based evolutionary explanations of altruism. It shows that the "theoretical insights" that can be derived from simulation studies are often quite arbitrary and of little use for (...) the empirical research. In the final chapter of the book, therefore, a set of epistemological requirements for computer simulations is proposed and recommendations for the proper research design of simulation studies are made. (shrink)

Robustness has long been recognized as an important parameter for evaluating game-theoretic results, but talk of ‘robustness’ generally remains vague. What we offer here is a graphic measure for a particular kind of robustness (‘matrix robustness’), using a three-dimensional display of the universe of 2 × 2 game theory. In such a measure specific games appear as specific volumes (Prisoner’s Dilemma, Stag Hunt, etc.), allowing a graphic image of the extent of particular game-theoretic effects in terms of those games. The (...) measure also allows for an easy comparison between different effects in terms of matrix robustness. Here we use the measure to compare the robustness of Tit for Tat’s well-known success in spatialized games (Axelrod, R. (1984). The evolution of cooperation . New York: Basic Books; Grim, P. et al. (1998). The philosophical computer: Exploratory essays in philosophical computer modeling . Cambridge, Mass: MIT Press) with the robustness of a recent game-theoretic model of the contact hypothesis regarding prejudice reduction (Grim et al. 2005. Public Affairs Quarterly, 19 , 95–125). (shrink)

Talk of ‘robustness’ remains vague, despite the fact that it is clearly an important parameter in evaluating models in general and game-theoretic results in particular. Here we want to make it a bit less vague by offering a graphic measure for a particular kind of robustness— ‘matrix robustness’— using a three dimensional display of the universe of 2 x 2 game theory. In a display of this form, familiar games such as the Prisoner’s Dilemma, Stag Hunt, Chicken and Deadlock appear (...) as volumes, making comparison easy regarding the extent of different game-theoretic effects. We illustrate such a comparison in robustness between the triumph of Tit for Tat in a spatialized environment (Grim 1995, Grim, Mar, and St. Denis 1998) and a spatialized modeling of the Contact Hypothesis regarding prejudice reduction (Grim, et. al 2005a, 2005b). The geometrical representation of relative robustness also offers a possibility for links between geometrical theorems and results regarding robustness in game theory. (shrink)

We apply spatialized game theory and multi-agent computational modeling as philosophical tools: (1) for assessing the primary social psychological hypothesis regarding prejudice reduction, and (2) for pursuing a deeper understanding of the basic mechanisms of prejudice reduction.

Although epistasis is at the center of the Fisher-Wright debate, biologists not involved in the controversy are often unaware that there are actually two different formal definitions of epistasis. We compare concepts of genetic independence in the two theoretical traditions of evolutionary genetics, population genetics and quantitative genetics, and show how independence of gene action (represented by the multiplicative model of population genetics) can be different from the absence of gene interaction (represented by the linear additive model of quantitative genetics). (...) The two formulations converge with weak selection but not with strong selection or, for multiple loci, when the aggregated interaction terms are not negligible. As a result of the different formulations of gene interaction, the presence or absence of linkage disequilibrium,/D/, does not necessarily indicate the presence or absence of fitness epistasis. Indeed, linkage disequilibrium is generated in ‘additive’ models in quantitative genetics whenever two (or more) loci experience simultaneous selection. As a research strategy, it is often practical, for theoretical or experimental reasons, to minimize gene interaction by assuming independence of gene action in regard to fitness, or by assuming linear additive effects of multiple loci on a phenotype. However, minimizing the role of epistasis in theoretical investigations hinders our understanding of the origins of diversity and the evolution of complex phenotypes. (shrink)

We extend previous work on cooperation to some related questions regarding the evolution of simple forms of communication. The evolution of cooperation within the iterated Prisoner's Dilemma has been shown to follow different patterns, with significantly different outcomes, depending on whether the features of the model are classically perfect or stochastically imperfect (Axelrod 1980a, 1980b, 1984, 1985; Axelrod and Hamilton, 1981; Nowak and Sigmund, 1990, 1992; Sigmund 1993). Our results here show that the same holds for communication. Within a simple (...) model, the evolution of communication seems to require a stochastically imperfect world. (shrink)

In contrast to Axelrod’s advice “don’t be envious” it is argued that the emotion of envy may enhance cooperation. TIT FOR TAT does exhibit a certain degree of envy. But, it does so in inconsistent ways. Two variants of TIT FOR TAT are introduced and their strategic properties are analyzed. Both generate the very same actual play as TIT FOR TAT in a computer tournament without noise. However, if noise is introduced they display some greater degree of stability. This is (...) due to the fact that they form, in a prisoner’s dilemma supergame with suitable parameters, an equilibrium with themselves that is subgame perfect or (in case of the first strategy) close to subgame perfect. It is additionally argued that these strategies are exceptionally clear and comprehensible to others in that they conform to well known real live behavior patterns. (shrink)

This paper is intended as a critical examination of the question of when and under what conditions the use of computer simulations is beneficial to scientific explanations. This objective is pursued in two steps: First, I try to establish clear criteria that simulations must meet in order to be explanatory. Basically, a simulation has explanatory power only if it includes all causally relevant factors of a given empirical configuration and if the simulation delivers stable results within the measurement inaccuracies of (...) the input parameters. -/- In the second step, I examine a few examples of Axelrod-style simulations as they have been used to understand the evolution of cooperation (Axelrod, Schüßler). These simulations do not meet the criteria for explanatory validity and it can be shown, as I believe, that they lead us astray from the scientific problems they have been addressed to solve. (shrink)