A generalized information theory is proposed as a natural extension of Shannon's information theory. It proposes that information comes from forecasts. The more precise and the more unexpected a forecast is, the more information it conveys. If subjective forecast always conforms with objective facts then the generalized information measure will be equivalent to Shannon's information measure. The generalized communication model is consistent with K. R. Popper's model of knowledge evolution. The mathematical foundations of the new information theory, the (...) generalized communication model , information measures for semantic information and sensory information, and the coding meanings of generalized entropy and generalized mutual information are introduced. Assessments and optimizations of pattern recognition, predictions, and detection with the generalized information criterion are discussed. For economization of communication, a revised version of rate-distortion theory: rate-of-keeping-precision theory, which is a theory for datum compression and also a theory for matching an objective channels with the subjective understanding of information receivers, is proposed. Applications include stock market forecasting and video image presentation. (shrink)

A new trend in deep learning, represented by Mutual Information Neural Estimation (MINE) and Information Noise Contrast Estimation (InfoNCE), is emerging. In this trend, similarity functions and Estimated Mutual Information (EMI) are used as learning and objective functions. Coincidentally, EMI is essentially the same as Semantic Mutual Information (SeMI) proposed by the author 30 years ago. This paper first reviews the evolutionary histories of semantic information measures and learning functions. Then, it briefly introduces the author’s semantic information G theory with (...) the rate-fidelity function R(G) (G denotes SeMI, and R(G) extends R(D)) and its applications to multi-label learning, the maximum Mutual Information (MI) classification, and mixture models. Then it discusses how we should understand the relationship between SeMI and Shannon’s MI, two generalized entropies (fuzzy entropy and coverage entropy), Autoencoders, Gibbs distributions, and partition functions from the perspective of the R(G) function or the G theory. An important conclusion is that mixture models and Restricted Boltzmann Machines converge because SeMI is maximized, and Shannon’s MI is minimized, making information efficiency G/R close to 1. A potential opportunity is to simplify deep learning by using Gaussian channel mixture models for pre-training deep neural networks’ latent layers without considering gradients. It also discusses how the SeMI measure is used as the reward function (reflecting purposiveness) for reinforcement learning. The G theory helps interpret deep learning but is far from enough. Combining semantic information theory and deep learning will accelerate their development. (shrink)

Nonrelativistic quantum mechanics (QM) works perfectly well for all practical purposes. Once one admits, however, that a successful scientific theory is supposed not only to make predictions but also to tell us a story about the world in which we live, a philosophical problem emerges: in the specific case of QM, it is not possible to associate with the theory a unique scientific image of the world; there are several images. The fact that the theory may be compatible with distinct (...) ontologies, and that those ontologies may themselves be associated with a plurality of metaphysical approaches, gives rise to the problem of metaphysical underdetermination. This paper concludes that the available metametaphysical criteria fail to deliver objectivity in theory choice, and it puts forward its own criterion based on a tension between two methods of metaphysical inquiry: one that is closely related to science and another that is not. (shrink)

Philosophers of science commonly connect ontology and science, stating that these disciplines maintain a two-way relationship: on the one hand, we can extract ontology from scientific theories; on the other hand, ontology provides the realistic content of our scientific theories. In this article, we will critically examine the process of naturalizing ontology, i.e., confining the work of ontologists merely to the task of pointing out which entities certain theories commit themselves to. We will use non-relativistic quantum mechanics as a case (...) study. We begin by distinguishing two roles for ontology: the first would be characterized by cataloging existing entities according to quantum mechanics; the second would be characterized by establishing more general ontological categories in which existing entities must be classified. We argue that only the first step is available for a naturalistic approach; the second step not being open for determination or anchoring in science. Finally, we also argue that metaphysics is still a step beyond ontology, not contained in either of the two tasks of ontology, being thus even farther from science. (shrink)

This paper attempts to explain the conceptual connections between happiness and well-being. It first distinguishes episodic happiness from happiness in the personal attribute sense. It then evaluates two recent proposals about the connection between happiness and well-being: (1) the idea that episodic happiness and well-being both have the same fundamental determinants, so that a person is well-off to a particular degree in virtue of the fact that they are happy to that degree, and (2) the idea that happiness in the (...) personal attribute sense can serve as a ‘‘proxy’’ for well-being, i.e., that a person’s degree of deep or robust happiness approximates their degree of well-being. It is argued that happiness in both these senses is conceptually, metaphysically, and empirically distinct from well- being. A new analysis of welfare, well-being as agential flourishing, can explain welfare’s real connection to happiness in both the episodic and personal attribute senses. It predicts that such happiness is only directly beneficial when it is valued, when it is a form of valuing, or when it underwrites (i.e., serves as the causal basis for) the disposition to realize one’s values. It is therefore a necessary—but not sufficient—condition for especially high levels of well-being. This analysis of welfare integrates many insights from the eudaimonic tradition of welfare and happiness research in psychology, and also addresses common criticisms of these eudaimonic models. (shrink)

The values-based approach to welfare holds that it is good for one to realize goals, activities, and relationships with which one strongly (and stably) identifies. This approach preserves the subjectivity of welfare while affirming that a life well lived must be active, engaged, and subjectively meaningful. As opposed to more objective theories, it is unified, naturalistic, and ontologically parsimonious. However, it faces objections concerning the possibility of self-sacrifice, disinterested and paradoxical values, and values that are out of sync with physical (...) and emotional needs. This paper revises the values-based approach, emphasizing the important—but limited—role consciously held values play in human agency. The additional components of human agency in turn explain why it is important for one’s values to cohere with one’s fixed drives, hard-wired emotional responses, and nonvolitionally guided cognitive pro- cesses. This affords promising responses to the objections above. (shrink)

It is unknown to what extent medical researchers generalize study findings beyond their samples when their sample size, sample diversity, or knowledge of conditions that support external validity do not warrant it. It is also unknown to what extent medical researchers describe their results with precise quantifications or unquantified generalizations, i.e., generics, that can obscure variations between individuals. We therefore systematically reviewed all prospective studies (n = 533) published in the top four highest ranking medical journals, Lancet, New England Journal (...) of Medicine (NEJM), Journal of the American Medical Association (JAMA), and the British Medical Journal (BMJ), from January 2022 to May 2023. We additionally reviewed all NEJM Journal Watch clinical research summaries (n = 143) published during the same time. Of all research articles reporting prospective studies, 52.5% included generalizations beyond specific national study populations, with the numbers of articles with generics varying significantly between journals (JAMA = 12%; Lancet = 77%) (p < 0.001, V = 0.48). There was no evidence that articles containing broader generalizations or generics were correlated with larger or more nationally diverse samples. Moreover, only 10.2% of articles with generalizations beyond specific national populations reported external validity strengthening factors that could potentially support such extrapolations. There was no evidence that original research articles and NEJM Journal Watch summaries intended for practitioners differed in their use of broad generalizations, including generics. Finally, from the journal with the highest citation impact, articles containing broader conclusions were correlated with more citations. Since there was no evidence that studies with generalizations beyond specific national study populations or with generics were associated with larger, more nationally diverse samples, or with reports of population similarity that may permit extensions of conclusions, our findings suggest that the generalizations in many articles were insufficiently supported. Caution against overly broad generalizations in medical research is warranted. (shrink)

I defend the view that a significant ethical distinction can be made between justified killing in self-defense and police use of lethal force. I start by opposing the belief that police use of lethal force is morally justified on the basis of self-defense. Then I demonstrate that the state’s monopoly on the use of force within a given jurisdiction invests police officers with responsibilities that go beyond what morality requires of the average person. I argue that the police should primarily (...) be concerned with preserving public safety. As a consequence, police have additional moral permissions to use lethal force. But this also means that the principle of restraint is inherent to the policing function and therefore police are obliged to go to greater lengths to avoid killing. I concede that the just use of police force can be made difficult in extreme situations such as a mass riot. In such cases, police should take proportionate actions necessary to protect the lives of inhabitants by restoring order, which might include calling on military support. I conclude with a cautionary note opposing militarization of the policing role. (shrink)

Commentators such as Terence Irwin (1999) and Christopher Shields (2006) claim that the Ring of Gyges argument in Republic II cannot demonstrate that justice is chosen only for its consequences. This is because valuing justice for its own sake is compatible with judging its value to be overridable. Through examination of the rational commitments involved in valuing normative ideals such as justice, we aim to show that this analysis is mistaken. If Glaucon is right that everyone would endorse Gyges’ behavior, (...) it follows that nobody values justice intrinsically. Hence, the Gyges story constitutes a more serious challenge than critics maintain. (shrink)

Direct Perception is the view that we can see others' mental states, i.e. that we perceive others' mental states with the same immediacy and directness that we perceive ordinary objects in the world. I evaluate Direct Perception by considering whether we can see intentions, a particularly promising candidate for Direct Perception. I argue that the view equivocates on the notion of intention. Disambiguating the Direct Perception claim reveals a troubling dilemma for the view: either it is banal or highly implausible.

In 2035 global egg demand will have risen 50% from 1985. Because we are not able to tell in the egg whether it will become a male or female chick, billons of one day-old male chicks will be killed. International research initiatives are underway in this area, and governments encourage the development of an alternative with the goal of eliminating the culling of day-old male chicks. The Netherlands holds an exceptional position in the European egg trade, but is also the (...) only country in the European Union where the downside of the egg sector, the practice of killing day-old male chicks, is a recurrent subject of societal debate. ‘Preventing the killing of young animals’ and ‘in ovo sex determination’ are the two alternative approaches available to solve this problem. It is clear that both approaches solve the problem of killing day-old male chicks, either by keeping them alive or by preventing them from living, but they also raise a lot of new animal welfare-related dilemmas. A thorough analysis was undertaken of these dilemmas and the results are presented in this article. The analysis resulted in an ethical framework based on the two main approaches in bioethics: a consequentialist approach and a deontological approach. This ethical framework was used to develop an online survey administered to ascertain Dutch public opinion about these alternative approaches. The results show that neither alternative will be fully accepted, or accepted by more than half of Dutch society. However, the survey does provide an insight into the motives that are important for people’s choice: food safety and a good treatment of animals. Irrespective of the approach chosen, these values should be safeguarded and communicated clearly. (shrink)

Direct Social Perception (DSP) is the idea that we can non-inferentially perceive others’ mental states. In this paper, I argue that the standard way of framing DSP leaves the debate at an impasse. I suggest two alternative interpretations of the idea that we see others’ mental states: others’ mental states are represented in the content of our perception, and we have basic perceptual beliefs about others’ mental states. I argue that the latter interpretation of DSP is more promising and examine (...) the kinds of mental states that plausibly could satisfy this version of DSP. (shrink)

In Ethics 4, Spinoza argues that “A free man thinks of nothing less than of death, and his wisdom is a meditation on life, not on death” (E4p67). Spinoza’s argument for this claim depends on his view of imagination, reason, and scientia intuitiva and on his notion of conatus. I explicate Spinoza’s view of life in terms of power (potentia) and show that Spinozan death amounts to reconfiguration rather than absolute annihilation. I then show that E4p67 reflects Spinoza’s well-known account (...) of the three kinds of knowing. Thinking of death is quintessentially imaginative and passive. The free person of E4p67 is in contrast a rational person. To reason, and as becomes especially clear E5, to experience scientia intuitiva, moreover is to think of things “without any relation to time, but [rather] sub specie aeternatitis”(E2p44c2) and to experience activity To the extent, then, that we are rational, free, and active, death is a non-issue. Indeed, to the extent that we are able to meditate on life sub specie aeternitatis, we actually experience joy, love (E5p20s, p32c), eternity (Sp23s), and “the greatest satisfaction of the Mind” (E5p27). (shrink)

In this chapter, against the backdrop of campus responses to Israel and Gaza, I consider the mission of the university and whether that mission is served by institutional neutrality. On my view, it is not so easy (and may be impossible) to prise apart universities’ core functions and “public matters.” I argue that institutional neutrality is at best a useful fiction and at worst a way of concealing universities’ commitments and reinscribing the status quo. Along the way, I offer a (...) primer on academic and expressive freedoms in the context of universities, and on the importance of articulating and balancing core university values, including the duty of care. I conclude by offering advice on when universities should take a public stand on socio-political matters. -/- [This chapter is forthcoming in 2026 in an as-yet untitled edited collection edited by Marc Spooner and James McNinch and published by University of Regina Press.]. (shrink)

Most people think of themselves as pretty good at understanding others’ beliefs, desires, emotions, and intentions. Accurate mindreading is an impressive cognitive feat, and for this reason the philosophical literature on mindreading has focused exclusively on explaining such successes. However, as it turns out, we regularly make mindreading mistakes. Understanding when and how mind misreading occurs is crucial for a complete account of mindreading. In this paper, I examine the conditions under which mind misreading occurs. I argue that these patterns (...) of mind misreading shed light on the limits of mindreading, reveal new perspectives on how mindreading works, and have implications for social epistemology. (shrink)

Imagination seems to play an epistemic role in philosophical and scientific thought experiments, mindreading, and ordinary practical deliberations insofar as it generates new knowledge of contingent facts about the world. However, it also seems that imagination is limited to creative generation of ideas. Sometimes we imagine fanciful ideas that depart freely from reality. The conjunction of these claims is what I call the puzzle of knowledge through imagination. This chapter aims to resolve this puzzle. I argue that imagination has an (...) epistemic role to play, but it is limited to the context of discovery. Imagination generates ideas, but other cognitive capacities must be employed to evaluate these ideas in order for them to count as knowledge. Consideration of the Simulation Theory's so-called "threat of collapse” provides further evidence that imagination does not, on its own, yield new knowledge of contingent facts, and it suggests a way to supplement imagination in order to get such knowledge. (shrink)

Mirror neurons are widely regarded as an important key to social cognition. Despite such wide agreement, there is very little consensus on how or why they are important. The goal of this paper is to clearly explicate the exact role mirror neurons play in social cognition. I aim to answer two questions about the relationship between mirroring and social cognition: What kind of social understanding is involved with mirroring? How is mirroring related to that understanding? I argue that philosophical and (...) empirical considerations lead us to accord a fairly minimal role for mirror neurons in social cognition. (shrink)

In the TACITUS project for using commonsense knowledge in the understanding of texts about mechanical devices and their failures, we have been developing various commonsense theories that are needed to mediate between the way we talk about the behavior of such devices and causal models of their operation. Of central importance in this effort is the axiomatization of what might be called commonsense metaphysics. This includes a number of areas that figure in virtually every domain of discourse, such as granularity, (...) scales, time, space, material, physical objects, shape, causality, functionality, and force. Our effort has been to construct core theories of each of these areas, and then to define, or at least characterize, a large number of lexical items in terms provided by the core theories. In this paper we discuss our methodological principles and describe the key ideas in the various domains we are investigating. (shrink)

Розкрито сутність поняття «рейтинг». Доведено значущість рейтингової оцінки для суб’єктів фінансового ринку, зокрема для страхових компаній, потенційних страхувальників, інвесторів та кредиторів.

Disagreeing with others about how to interpret a social interaction is a common occurrence. We often find ourselves offering divergent interpretations of others’ motives, intentions, beliefs, and emotions. Remarkably, philosophical accounts of how we understand others do not explain, or even attempt to explain such disagreements. I argue these disparities in social interpretation stem, in large part, from the effect of social categorization and our goals in social interactions, phenomena long studied by social psychologists. I argue we ought to expand (...) our accounts of how we understand others in order to accommodate these data and explain how such profound disagreements arise amongst informed, rational, well-meaning individuals. (shrink)

Charles Sanders Peirce and John Dewey’s thinking on universities, their function, and what is required in support of that function was deeply influenced by University of Berlin founder Wilhelm von Humboldt’s reform of the Prussian educational system. This chapter traces that influence and describes Dewey’s role as one of the founders of the modern American conception of academic freedom. It concludes with a consideration of threats posed to universities and academic freedom by authoritarianism, and possible responses to those threats offered (...) by Peirce and Dewey. (shrink)

This paper defends two main claims. First, that political philosophy deserves a central place in AI Ethics’ curricula. This is a claim about the content of the AI Ethics class. The second claim is about the form of the AI Ethics class: namely, that considerations originating in political philosophy must inform the way in which AI Ethics is taught. The basic idea animating both claims, is that AI has powerful political implications and that preparing students to navigate these implications requires (...) paying close attention to both the cognitive and practical learning goals of the AI Ethics course. (shrink)

We often have affective responses to fictional events. We feel afraid for Desdemona when Othello approaches her in a murderous rage. We feel disgust toward Iago for orchestrating this tragic event. What mental architecture could explain these affective responses? In this paper I consider the claim that the best explanation of our affective responses to fiction involves imaginative desires. Some theorists argue that accounts that do not invoke imaginative desires imply that consumers of fiction have irrational desires. I argue that (...) there are serious worries about imaginative desires that warrant skepticism about the adequacy of the account. Moreover, it is quite difficult to articulate general principles of rationality for desires, and even according to the most plausible of these possible principles, desires about fiction are not irrational. (shrink)

This paper begins the last instalment of a six-part project correlating the key aspects of Kant’s architectonic conception of philosophy with a special version of the Chinese Book of Changes that I call the “Compound Yijing”, which arranges the 64 hexagrams (gua) into both fourfold and threefold sets. I begin by briefly summarizing the foregoing articles: although Kant and the Yijing employ different types of architectonic reasoning, the two systems can both be described in terms of three “levels” of elements. (...) Starting at an unnumbered level devoid of any element (the tao or thing in itself), the system proceeds by elaborating a key fourfold distinction (or “quaternity”) on the first level, a twelvefold distinction on the second level, and twelve quaternities (grouped in four quadrants, each with a set of three quaternities) on the third level. Each set of three quaternities (i.e., each quadrant) on the third level corresponds to one of the four “faculties” of the university, as elaborated in Kant’s book, The Conflict of the Faculties. Previous papers have examined the correlations between three key quaternities that Kant defends in relation to each of three faculties (philosophy, theology, and law) and the 12 gua that correspond to that faculty in the Compound Yijing. The final step is to explore the fourth quaternity on the third level, the 12 gua corresponding to the medical faculty. The “idea of reason” in Kant’s metaphysics that guides this wing of the comparative analysis is freedom, and the ultimate purpose of this faculty of the university is to train doctors to care for people’s physical well-being, as free agents imbedded in nature. But this paper will focus only on the four gua that correspond to four basic concepts in Kant’s theory of medicine. The two quaternities in the “yin-yang” (medical) quadrant of the Compound Yijing that will be skipped here are as follows. First, Kant’s account of the idea of freedom itself, which gives rise to the area of traditional metaphysics known as rational cosmology, comes in the first Critique’s Dialectic, in the section on the Antinomy of Reason (CPR A405-567/B432- 595). There he examines four irresolvable issues: whether the world has a beginning in time; whether composite substances consist of simple parts; whether a causality of freedom operates in the natural world; and whether an absolutely necessary being exists. Later I will argue that these correspond to the quaternity consisting of gua 15, 22, 36, and 52. (shrink)

The orthodox view of social cognition maintains that mentalizing is an important and pervasive element of our ordinary social interactions. The orthodoxy has come under scrutiny from various sources recently. Critics from the phenomenological tradition argue that phenomenological reflection on our social interactions tells against the orthodox view. Proponents of pluralistic folk psychology argue that our ordinary social interactions extend far beyond mentalizing. Both sorts of critics argue that emphasis in social cognition research ought to be on other elements of (...) our social practices. In this paper, I consider social explanations specifically and argue that social explanations are implicated in many of the social practices highlighted by critics of the orthodox view. (shrink)

Can phenomenological evidence play a decisive role in accepting or rejecting social cognition theories? Is it the case that a theory of social cognition ought to explain and be empirically supported by our phenomenological experience? There is serious disagreement about the answers to these questions. This paper aims to determine the methodological role of phenomenology in social cognition debates. The following three features are characteristic of evidence capable of playing a substantial methodological role: novelty, reliability, and relevance. I argue that (...) phenomenological evidence lacks all three criteria and, consequently, should not play a substantial role in debates about social cognition. (shrink)

Stephen Palmquist is Professor of Religion and Philosophy at Hong Kong Baptist University. We invited him to answer the question "What norms or values define excellent philosophy of religion? as part of our "Philosophers of Religion on Philosophy of Religion" series. If we regard this as a philosophical (not a scientific) question, then the first step to answering it is to determine what norms or values define excellent philosophy, in general. Once that is established, we can inquire whether the nature (...) of religion brings with it any special features that make the task of doing excellent philosophy of religion unique. Unlike scientific explanations, excellent philosophical explanations must be multi-perspectival. A question that has only one right answer is not philosophical; instead, it is likely to be about facts. While we philosophers should care (deeply!) about any facts relevant to our inquiries, our peculiar way of interpreting facts means that answering a philosophical question cannot be done in one absolutely "right" way. This does not mean there are no right answers to philosophical questions; rather, there are many. But this does not make any answer equally good; for there would then be no such thing as excellent philosophy. The essentially perspectival nature of all genuinely philosophical questions means that the correctness of each purportedly "right" answer must be assessed in terms of its aptness for the perspective the questioner adopts when posing the question. A single question, such as "Does God exist?" can have many good answers, depending on whether the questioner assumes science, morality, aesthetics, or something else as the context. Each different type of inquiry has different boundary-conditions, so a good answer within each context is bound to differ from those in other contexts. Bad philosophy typically lacks depth: like a cyclops, its approach to answering questions is mono-perspectival. But if good philosophy acknowledges perspectives, what makes philosophy excellent? Good philosophy achieves excellence when it approaches a completeness whereby we begin to understand the range of relevant perspectives from which a given question can be asked, and the distinct boundary-conditions for answering it properly from each relevant perspective. Before applying this definition of excellent philosophy to the specific case at hand, we must pause to consider whether anything distinctive characterizes the range of philosophical topics and questions that typically come under the umbrella of philosophy of religion. In particular, does religion have features that make it especially difficult (or for that matter, easy) to think about philosophically, compared to other philosophical topics? Yes and no. (shrink)

Theory of mind, also known as mindreading, refers to our ability to attribute mental states to agents in order to make sense of and interact with other agents. Recently, theorists in this literature have advanced a broad conception of mindreading. In particular, psychologists and philosophers have examined how we attribute knowledge, intention, mentalistically-loaded stereotypes, and personality traits to others. Moreover, the diversity of our goals in a social interaction – precision, efficiency, self/in-group protection – generates diversity in the mindreading processes (...) we employ. Finally, the products of mindreading are varied, as well. We produce different sorts of mindreading explanations depending on our epistemic goals and the situational context. In this article, I piece together these different strands of research to present a broad conception of mindreading that is complex, messy, and interesting. (shrink)

I was invited to contribute this short piece to a book published in Russia, consisting of brief statements on the nature of morality written by approximately 90 scholars. Each essay is published in both English and Russian. My essay offers my considered answer to the question posed in the title, though in the end all contributions were published without titles.

This is a penultimate draft of a paper that will appear in Handbook of Imagination, Amy Kind (ed.). Routledge Press. Please cite only the final printed version.

This chapter explores the opportunities and limitations of the ideal of transparency in responsible innovation, by consulting the virtual case of "The Circle", a company which appears in Dave Eggers' novel The Circle. The Circle is a high-tech company with the main purpose of being responsive to societal needs. They want to eradicate unethical behaviour in society, enhance public health and make a positive impact on the environment. The ultimate goal of The Circle is to reach 100% full transparency in (...) the world, which is impossible without any societal desirability. In first instance, it is free choice of people to accept and embrace the products and services of The Circle, who invest resources in keeping customers happy and in raising awareness about the dangers of privacy. The chapter concludes that The Circle meets the requirements regarding the outcomes of responsible innovation, at least to a certain extent, while at the same time, one feels unease about certain activities they undertake. (shrink)

I defend a modified rights-based unjust threat account for morally justified killing in self-defense. Rights-based moral justifications for killing in self-defense presume that human beings have a right to defend themselves from unjust threats. An unjust threat account of self-defense says that this right is derived from an agent’s moral obligation to not pose a deadly threat to the defender. The failure to keep this moral obligation creates the moral asymmetry necessary to justify a defender killing the unjust threat in (...) self-defense. I argue that the other rights-based approaches explored here are unfair to the defender because they require her to prove moral fault in the threat. But then I suggest that the unjust threat account should be modified so that where the threat is non-culpable or only partially culpable, the defender should seek to share the cost and risk with the threat in order for both parties to survive. (shrink)

Based on the author's lectures in Hong Kong, for classes on the philosophy of love, this book defends a theory of love as consisting of four types (two rational, two emotional) that tend to be experienced in three manifestations (sexuality, marriage, and friendship). Like a typical textbook, every chapter ends with a list of questions for further thought and a list of recommended further readings. The first of twelve chapters is shown here as an example.

In the face of the increasing substitution of free speech for academic freedom, I argue for the distinctiveness and irreplaceability of the latter. Academic freedom has evolved alongside universities in order to support the important social purpose universities serve. Having limned this evolution, I compare academic freedom and free speech. This comparison reveals freedom of expression to be an individual freedom, and academic freedom to be a group-differentiated freedom with a social purpose. I argue that the social purpose of academic (...) freedom behooves an inclusive approach to group differentiation. (shrink)

This chapter offers a plea for the media to reframe its coverage of campus controversies from free expression to academic freedom. These freedoms are entwined, but distinct. Freedom of expression is extended to all persons with no expectation of quality control, apart from legal prohibitions against defamation, threats, etc. By contrast, academic freedom is a cluster of freedoms afforded to scholarly personnel for a particular purpose – namely, the pursuit of universities’ academic mission to seek truth and advance understanding in (...) the service of society. An academic freedom framing better reflects the distinctive social purpose around which universities are organized, as well as universities’ duty of care to employees and students. While universities have a legal and moral duty of care to all employees and students, the unjust, exclusionary past and present of higher education arguably makes that duty particularly acute in the case of equity-deserving (e.g., racialized, Indigenous, disabled or 2SLGBTQ+) people. Finally, academic freedom framing for campus media stories is less monolithic than free expression framing, allowing for a more nuanced understanding of campus controversies while keeping universities accountable to the public they serve. In this chapter, I survey three very different campus controversies at a single Canadian university, and the media response each received. I show how an academic freedom frame for those stories would have produced better reportage while reducing opportunities for bad actors to manipulate both universities and the media. At the end of the day, the real crisis at universities isn’t the cancellation of ill-judged events that were never a part of the academic mission; it is the ongoing erosion of academic freedom. (shrink)

This chapter argues that a Peircean philosophy of sex offers a non-reductionist approach to sex as a biological category. The chapter surveys traditional biological accounts of sex categories and several social constructivist accounts of sex. It then provides an overview of Peirce’s scholastic realism and his ethics of inquiry. While Peirce regarded the distinction between the sexes as a rare “polar distinction”, the chapter works to recover the nuanced view of sex that Peirce ought to have adopted had he extended (...) his scholastic realism to reproductive biology. Ultimately, the Peircean account offered treats sex differences as norms expressed as bimodal distributions. The chapter concludes by illustrating some applications of this Peircean philosophy of sex, and gesturing to those that we can yet barely imagine. (shrink)

For a long time critics of modern and postmodern art have relied on the "Isn't that disgusting" strategy. By that I mean the strategy of pointing out that given works of art are ugly, trivial, or in bad taste, that "a five-year-old could have made them," and so on. And they have mostly left it at that. The points have often been true, but they have also been tiresome and unconvincing—and the art world has been entirely unmoved. -/- Of course, (...) the major works of the twentieth-century art world are ugly. Of course, many are offensive. Of course, a five-year old could in many cases have made an indistinguishable product. Those points are not arguable—and they are entirely beside the main question. The important question is: Why has the art world of the twentieth-century adopted the ugly and the offensive? Why has it poured its creative energies and cleverness into the trivial and the self-proclaimedly meaningless? (shrink)

Abstract: People all over the world have been drinking tea for thousands of centuries, and for good reason. Many types of teas can help you stay healthy by boosting your immune system, reducing inflammation, and even preventing cancer and heart disease. There is sufficient material to show that regularly consuming tea can improve your health over the long term. A deep learning model that categorizes tea disorders has been completed. When focusing on the tea, we must also focus on and (...) take into account the diseases that harm it. The aim of this paper is to diagnose tea diseases based on a dataset containing 8000 picture and 8 classes .The model gave the final accuracy test with an F1-score of 99.41% in an estimated time 3 second, as with these results it proved its effectiveness and good ability in the classification test. (shrink)

In this paper, I examine the challenges socially extended minds pose for mainstream, individualistic accounts of social cognition. I argue that individualistic accounts of social cognition neglect phenomena important to social cognition that are properly emphasized by socially extended mind accounts. Although I do not think the evidence or arguments warrant replacing individualistic explanations of social cognition with socially extended explanations, I argue that we have good reason to supplement our individualistic accounts so as to include the ways in which (...) situational context affects social interactions. The result, I hope, is a more sophisticated individualism that offers a more comprehensive account of how we think and act together. (shrink)