In this research, we focus on the usage of adversarial sampling to test for the fairness in the prediction of deep neural network model across different classes of image in a given dataset. While several framework had been proposed to ensure robustness of machine learning model against adversarial attack, some of which includes adversarial training algorithm. There is still the pitfall that adversarial training algorithm tends to cause disparity in accuracy and robustness among different group. Our research is aimed at (...) using adversarial sampling to test for fairness in the prediction of deep neural network model across different classes or categories of image in a given dataset. We successfully demonstrated a new method of ensuring fairness across various group of input in deep neural network classifier. We trained our neural network model on the original image, and without training our model on the perturbed or attacked image. When we feed the adversarial samplings to our model, it was able to predict the original category/ class of the image the adversarial sample belongs to. We also introduced and used the separation of concern concept from software engineering whereby there is an additional standalone filter layer that filters perturbed image by heavily removing the noise or attack before automatically passing it to the network for classification, we were able to have accuracy of 93.3%. Cifar-10 dataset have ten categories of dataset, and so, in order to account for fairness, we applied our hypothesis across each categories of dataset and were able to get a consistent result and accuracy. (shrink)

An interview with Ed Casey where we discuss the intersections of his philosophical work with current political issues, including the Israel-Palestine conflict.

This document briefly summarizes several objections to Thomas Kuhn on science, including by Feyerabend, Davidson, and Fodor.

In this paper, I present the problem of the poor king, from combining Descartes and Rousseau.

What did Max Gluckman actually say about apparently structureless societies? I introduce a fictional example to make sense of what he says regarding the Tonga.

I present an argument against the very idea that anthropology can contribute to the study of specialization. But an obvious reply is “Actually anthropologists at home can study specialization.” I provide some details concerning this reply, focusing on incentives to specialize directed at sensitive souls.

This paper responds to the question of whether the Internet has made lectures obsolete and Matthew Pickles’ investigation of why lectures persist. It is written as a pastiche of R.K. Narayan, about whom a somewhat parallel question is probably asked. Pickles refers to a logic lecturer so dry people went swimming, and a pastiche approach is an alternative.

In this paper, I present some advice in the style of Nietzsche for a university aspiring to move from being good to great, as a nearby university is.

This paper proposes a solution to a puzzle regarding when people switch from one skilled area of specialization to another, in which they have had little training. Certain analogies between the previous area and the area switched to enable this. I use Susan Carey as an example.

This is a one page handout, presenting a puzzle from J.G. Frazer regarding why, to become the priest of Diana at Nemi, one had to first break a bough in the sacred grove.

Jeanette Edwards sounds as if she wishes to reject the question “Why did you do fieldwork there?” I propose a metaphysical route to this, which is to say, “The self before fieldwork is not my self,” but this conflicts with the traditional Lockean account of personal identity.

[This draft is dated November 2007. I wrote it while I was a fellow at the Center for 21st Century Studies at UW-Milwaukee, in 2005-06, and published it only on the Center's website as a working paper. Many of the core ideas in this paper wound up in "Receptivity and the Will," Nous 2009, "Assertion, Sincerity, and Knowledge," Nous 2013, and "Assurance and Warrant," Philosophers' Imprint 2014 -- though formulated rather differently. What follows is the original abstract.] This working paper (...) extends a project that I’ve been developing for several years on the role of trust, including self-trust, in rationality and personal autonomy. I’m interested equally in epistemic questions (what to believe) and in practical questions (how to act), though the present paper addresses only the former. In an earlier paper on the epistemic side of my project, “Telling as Inviting to Trust” (Philosophy and Phenomenological Research, May 2005), I offered an explanation of how you can get an entitlement to believe something simply by trusting someone when she tells you it’s so, the entitlement deriving not merely from the assurance but from the trustworthy character of the one who gives it. The present paper adapts my explanation of believing-on-another’s-word to belief as such, via the observation that you can’t form a belief without trusting someone’s judgment – if only your own. I view intrapersonal reasoning about what to believe as an internalization of the interpersonal cases I analyzed in that earlier paper. In each instance, belief-formation has a second-personal dynamic: an invitation to trust on one side, trusting acceptance of that invitation on the other. If I’m right, the dynamic at the heart of all belief manifests not autonomy but a trusting heteronomy, whereby you render yourself appropriately receptive to judgment – your own or another’s. (The idea that judging is inviting self-trust first occurred to me in 2002, but I didn’t get a chance to develop it properly till 2005-06, my fellowship year at the Center for 21st Century Studies. I appreciate the support.). (shrink)

J. McTaggart argues that the philosophical conception of time is constituted by the notions of fluid and static time. Since, on his view, neither notion is philosophically viable, he concludes that time is nothing but an illusion that arises from our distorted perception of essentially atemporal reality. In the paper, I argue that despite McTaggart’s failure to prove the unreality of time as such, he does succeed in establishing his lesser claim that the concept of fluid time is without any (...) ontological import whatsoever. (shrink)

This paper identifies three positions on the relationship between language and experience, the third of which I was not acquainted with before from my reading. It seems absurd.

Jeanette Edwards observes a pattern of questions of the form “Why do anthropology fieldwork in location X?” - she only hears the question posed of some places - and she explains this pattern by saying that some places are taken to be obviously legitimate for anthropology fieldwork whereas others are not. I draw distinctions between legitimate and illegitimate, obviously legitimate and not obviously legitimate, and better and worse. The distinctions lead to a different explanation.

The title question arises because the philosophy seems the same as asking, “What if everyone did that?” In this paper, I give a partial response to the question. In an appendix, I consider the question of why should we tell you the answer?

In this paper, I draw attention to a revolution in the metaphysical commitments of Western astrology. Although I do not wish to promote astrology, I propose a rational route to this revolution. But there is a strong argument, from a Popperian perspective, that my proposal fails to establish rationality. I then consider whether we should say that astrology is either false or unfalsifiable, drawing attention to some surprising findings from schizophrenia research. Also, in a footnote I present “Tompkins’ paradox.”.

I draw attention to how Annie Saumont’s “You Should Have Changed at Dol” provides a solution to the paradox. With appropriate background knowledge, Saumont’s story, despite its modern form, displays various convergences with Descartes’ meditations; likewise the Bisa dance may feature convergences with traditional dance.

In his The Book of Laughter and Forgetting, Milan Kundera describes how he was fired from his job and secretly wrote astrology columns. I register a puzzle that various readers should feel about this information, owing to the distinctive style of Kundera: how can this be kept a secret? I also propose solutions.

This paper responds to Mary Beard’s assessment of the claim that Frazer’s book The Golden Bough was popular because it provided practical aid for colonialists. Beard rejects this as an inadequate explanation: reference to colonialism is part of an adequate explanation, but a full explanation must go beyond this particular ism. I present two objections to the case she makes for her inadequacy conclusion, though I don’t think his book aided much with colonialism.

Influenced by Martha Kuhlman, I am disposed to read Milan Kundera as personally disliking crowds. But I speculate that there is a practical reason for his writing against crowds, if we see him as part of a system of novelists.

This paper quotes a story about Bronislaw Malinowski trying to find out a myth and extracts a dilemma from it. The story content seems related to self-referential puzzles.

I present anthropologist Max Gluckman’s explanation of what “if-I-were-a-horse” arguments are and introduce three questions. How do we define this kind of argument? Are earlier anthropologists “guilty” of them? And is it a bad idea to make them? I address the first two questions, proposing that Frazer is not much guilty of precisely these, though his project calls for them.

An explanation for why the Bisa do not perform a traditional dance to express their identity is all-or-nothing reasoning: “We would have to water it down for this audience and that is not a Bisa dance.”.

Mary Beard considers the thesis that Frazer’s book The Golden Bough was popular because it provided practical aid for colonialists. But she introduces another relationship between the book and British colonialism: that it provided an image of the British colonial project as a whole. I present two objections to the proposal that there was this relationship, as well as – in the appendix – flagging a concern about the internal coherence of Beard’s paper with the introduced relationship.

This paper responds to a piece of dialogue from Flora Nwapa’s novel Women are Different, in which Comfort mockingly says, “They took up the job voluntarily. Now you will soon tell us that they are celibate because of us.” There are two different interpretations of the use of “because,” and the claim is obviously false on only one of these.

This was abstracted from a lengthier article titled "A Genuine Monotheism for Christians, Muslims, Jews, and All" originally published in the JOURNAL OF ECUMENICAL STUDIES, 52:575-586. Thanks to Paul Chase at Penn Press Journals for permission to use it here. This article proposes an understanding of the identity of God and Jesus that might be attractive and even plausible to persons of all monotheistic faiths. The basic thesis is that Jesus (as both "fully God and fully human") is best understood (...) to mean that Jesus fully identified with God experientially, psychologically, evaluationally, morally, and spiritually; and God fully identified with Jesus in similar ways. Read the article to get the full explanation of this. Might the founders and saints of non-Christian religions also have also thus identified with God, and God with them? (shrink)

I propose some arguments suggested by Descartes' text for the conclusion that we are not identical to our bodies. I suggest that a natural extension of those arguments leads to Plantinga's Replacement Argument. I conclude that even if such an argument is plausible, its conclusion does not establish the further claim that we can exist without a body.

This paper argues against a thesis that Shashi Tharoor seems to accept: that R.K. Narayan’s style is bound up with a very specific context, of people left behind by the times in South India. It cannot deal with other subject matter. I present a little fiction to challenge the thesis.

This paper offers a solution to Laura Valentini’s paradox of ideal theory. A reason for idealizing assumptions is because otherwise the theory would be too complicated to be action guiding.

Why did human beings first begin making art? In this paper, I present two accounts of its origins, one of which connects the arts to the desire for group demarcation and another to scientific impulses.

A researcher at the Yale Modernism Lab, Elyse Graham, raises the question of why the early twentieth century literary review The Egoist had such troubling selling, despite its stellar contributors. She puts the blame on regulars Dora Marsden and Richard Aldington. I offer an alternative hypothesis.

This paper presents folk impressions of the University of Manchester’s difficulties in becoming a great university, but by means of a fiction imitating a distinguished writer from the Indian subcontinent. The impressions concern past efforts and the difficulties they faced.

Do we learn anything from social anthropology done in more familiar settings, such as England? In this paper, I draw attention to something I learnt from Frances Oxford’s commentary on Elmdon: a surprising combination. I also propose a solution based on a conception of labour and inheritance rights.

This paper responds to a paradox Marilyn Strathern raises concerning who endorses a community first model of the village of Elmdon, according to which it is a community and the good of the community should take priority over individual interests. It is middle-class newcomers, whose peripheral position requires greatest sacrifice from them, if the model is to be implemented. I propose two solutions to the puzzle.

The all-or-nothing problem, formulated by Joe Horton, presents us with a situation in which you can do nothing or save one child or save two. It is dangerous to save any, making doing nothing morally permissible, but there is no extra danger in saving two, so it seems wrong to just save one. But then doing nothing is morally better than saving one. I present a solution in response to this problematic result, which is that doing nothing is not an (...) accurate description of a permissible option. (shrink)

This paper evaluates an argument for the conclusion that in order to produce a viable objection to a particular error theory, the objection must not be applicable to any error theory. The reason given for this conclusion is that error theories about some discourses are uncontroversial. But the examples given of uncontroversial error theories are not good ones, nor do there appear to be other examples available.

This paper presents what I call “the flowchart solution” to Joe Horton’s all-or-nothing problem. Rather than three options – don’t save any child, save one, or save two – there is a flowchart with a choice of don’t save or save, and then within save, save one or save two.

Possible worlds models of belief have difficulties accounting for unawareness, the inability to entertain (and hence believe) certain propositions. Accommodating unawareness is important for adequately modelling epistemic states, and representing the informational content to which agents have in principle access given their explicit beliefs. In this paper, I develop a model of explicit belief, awareness, and informational content, along with an sound and complete axiomatisation. I furthermore defend the model against the seminal impossibility result of Dekel, Lipman and Rustichini, according (...) to which three intuitive conditions preclude non-trivial unawareness on any possible worlds model of belief. (shrink)

In “Conceptual Differences Between Children and Adults,” Susan Carey discusses phlogiston theory in order to defend the view that there can be non-translatability between scientific languages. I present an objection to her defence.

If by “demon” one understands an evil occult being, then its equivalent in the Islamic narrative is the intersection of the category jinn with that of the shayātīn: a demon is a shaytān from among the jinn. The literature in the Islamic tradition on these subjects is vast. In what follows, we will select some key elements from it to provide a brief summary: first on the nature of the jinn, their nature, and their relationship to God and human beings; (...) second, on the origin, nature, and role of Shaytān (Satan himself) and the shayātīn in the moral drama of Islam. Then, we will take a closer look at the relationship between jinn and humankind, according to Islam, and the phenomena of the demonic as it manifests itself in that relation. In the process, I will entertain, tentatively, some philosophical speculation as to the nature of that ultimately mysterious relation and phenomena, drawn from what we find in the religious sources. (shrink)

[The version of this paper published by Oxford online in 2019 was not copy-edited and has some sense-obscuring typos. I have posted a corrected (but not the final published) version on this site. The version published in print in 2020 has these corrections.] Which is more fundamental, assertion or testimony? Should we understand assertion as basic, treating testimony as what you get when you add an interpersonal addressee? Or should we understand testimony as basic, treating mere assertion -- assertion without (...) testimony -- as what you get when you subtract that interpersonal relation? In this chapter, I’ll argue for the subtractive approach and for the more general thesis that its treatment of the interpersonal element in assertion makes understanding that interpersonal element the key to understanding how assertion expresses belief. My theory of belief-expression in assertion treats it as internalizing the transmission of belief in testimony. How we understand that internalizing move depends on how we conceptualize the interpersonal element in testimony. Since what I’ll call the Command Model does not give us the conceptual resources to make this move, we should adopt an alternative that I’ll call the Custodial Model, on which a testifier aims not to convince her addressee but to reason with him – to give him reasons to believe what she tells him grounded in her trustworthiness in thus attempting to influence him. The subtractive approach to assertion thus rests on a key distinction between the aims of reasoning and persuasion. (shrink)

Can a reason to believe testimony derive from the addressee’s trust itself or only from reliability in the speaker that the trust perhaps causes? I aim to cast suspicion on the former view, defended by Faulkner, in favor of the latter – despite agreeing with Faulkner’s emphasis on the second-personal normativity of testimonial assurance. Beyond my narrow disagreement with Faulkner lie two broader issues. I argue that Faulkner misappropriates Bernard Williams’s genealogy of testimony when he makes use of Williams’s genealogical (...) argument in his own preferred assurance view of testimony. Though Williams doesn’t clearly articulate it, there is a deep reason why Williams’s genealogy cannot underwrite an argument for trust-based testimonial reasons. Can a genealogical argument underwrite any version of the assurance view? I sketch an assurance view of testimonial reasons that rejects Faulkner’s thesis that such reasons could be grounded in trust. Then I examine what it would take for that assurance view to receive genealogical vindication. (shrink)

Perceptual experience is often said to be transparent; that is, when we have a perceptual experience we seem to be aware of properties of the objects around us, and never seem to be aware of properties of the experience itself. This is a introspective fact. It is also often said that we can infer a metaphysical fact from this introspective fact, e.g. a fact about the nature of perceptual experience. A transparency theory fills in the details for these two facts, (...) and bridges the gap between them. We have three aims: to scrutinize Michael Tye’s transparency theory :137–151, 2002; Consciousness revisited: materialism without phenomenal concepts, MIT Press, Cambridge, 2009; Philos Stud 170:39–57, 2014a), introduce a new transparency theory, and advance a meta-theoretical hypothesis about the interest, and import, of transparency theories. (shrink)

An assurance theory of trust begins from the act of assurance – whether testimonial, advisorial or promissory – and explains trust as a cognate stance of resting assured. My version emphasizes the risks and rewards of trust. On trust’s rewards, I show how an assurance can give a reason to the addressee through a twofold exercise of ‘normative powers’: (i) the speaker thereby incurs an obligation to be sincere; (ii) if the speaker is trustworthy, she thereby gives her addressee the (...) reason. Each claim is controversial; my contribution lies in how I defend them together, linking the sincerity obligation to the provision of reasons. On trust’s risks, I defend a popular thesis about the nature of trust – that trust differs from mere reliance in how it risks betrayal – against the objection that the thesis ‘moralizes’ trust. Such betrayal need not be moral, I argue, because it may derive entirely from how the assurance purports to provide a reason. (shrink)

This is a sketch of the basis and role of consciousness and the minimally required elements and constraints of any setting that may produce consciousness. It proposes that consciousness (as we know it) is a biologically-mediated product of evolved recursive and hierarchically nested representational systems that obey information theoretic principles and Bayesian (probabilistic) feedback and feedforward predictive modeling processes.

In this paper, I consider the objection to British structural-functionalism that it is unable to deal with the significance of individuals. There are various ways in which individuals may pose a problem for it. I identify four ways, one of which is novel. This way is when someone does not appear to meet the official role requirements in an organization, which gives rise to the question of whether the anthropologist should posit an alternative structure of roles for the organization.

This is a one page handout reconstructing the paradox and identifying four solutions in the literature, as well as some concerns about them.

This is a conjecture about the conditions and operating structures that are required for the phenomenality of certain mental states. Specifically, full-blown phenomenality is assumed, as contrasted with constrained examples of phenomenal experience such as sensations of color and pain. Propositional attitudes and content, while not phenomenal per se, are standardly concurrent and may condition phenomenal states (e.g., when tied to false beliefs). It is conjectured that full phenomenality natively arises in coherent processes of situated sensory synthesis and representation (with (...) conceptual content) that are looped, mereologically whole and multi-dimensional. And that phenomenal states are typically phase-states within a parameterized conjoint structure of world and experiencer processes that are causally modulated across Markov blankets (which are conditionally independent and may be nested: cf. M. Kirchoff, et. al., 2017, 2018; and T. Burge, 2010, re: anti-individualism). Though they may, it is not accepted that phenomenally conscious states must be targets of higher-order representations (cf. A. Byrne, 2004). (shrink)

This paper considers five counterexamples to Mary Douglas's definition of dirt, one of which is extracted from a scene from George Eliot's novel Middlemarch and another from Marilyn Strathern's essay on anthropology at home.