Artificial intelligence has historically been conceptualized in anthropomorphic terms. Some algorithms deploy biomimetic designs in a deliberate attempt to effect a sort of digital isomorphism of the human brain. Others leverage more general learning strategies that happen to coincide with popular theories of cognitive science and social epistemology. In this paper, I challenge the anthropomorphic credentials of the neural network algorithm, whose similarities to human cognition I argue are vastly overstated and narrowly construed. I submit that three alternative supervised learning (...) methods—namely lasso penalties, bagging, and boosting—offer subtler, more interesting analogies to human reasoning as both an individual and a social phenomenon. Despite the temptation to fall back on anthropomorphic tropes when discussing AI, however, I conclude that such rhetoric is at best misleading and at worst downright dangerous. The impulse to humanize algorithms is an obstacle to properly conceptualizing the ethical challenges posed by emerging technologies. (shrink)

ABSTRACT In order to explore what it means to pursue philosophical investigations for theological reasons, this paper argues that Ludwig Wittgenstein continues and corrects Pseudo-Denys’ project in The Divine Names. I first argue that The Divine Names should be interpreted as attempting to render human thought transparent to the divine by relativizing our concepts. The success of this project is compromised because the concept of ‘unity’ is not relativized. I then develop the claim that Wittgenstein does relativize unity in a (...) similar way and for similar religious reasons to Pseudo-Denys. As such, he can be read as continuing and correcting the Pseudo-Dionysian project. I conclude by reflecting on several of this argument’s implications for the relationship between philosophy and Christian systematic theology. (shrink)

I briefly discuss the problems of Chisholm's entia successiva--the mind and body being successive parts of a machine.

I briefly discuss the issues with Aristotle's concept of balance and justice and contrast this with the concept of liberty argued by Camus.

I briefly discuss the Gettier Problem, problems with the justified theory of true belief, and offer support for Feldman's concept of no false grounds.

I briefly compare and contrast the philosophy of Confucius as written in the I Ching and Lao Tzu's philosophy presented in the Tao Te Ching.

I explore the political, economic, and cultural consequences of globalization of the reduction of space in the world. This work compares and contrasts the philosophical implications Jameson (and Marx) and Sloterdijk (with Heidegger) of globalization. The film 2001: A Space Odyssey is discussed as a metaphor for the cultural narratives Jameson and Sloterdijk provide.

I briefly discuss the philosophical reasons for preferring the future over the present.

I briefly discuss and support the concept of social utility proposed by Hume.

I. EXECUTIVE SUMMARY The MRCT Center Post-trial Responsibilities: Continued Access to an Investigational Medicine Framework outlines a case-based, principled, stakeholder approach to evaluate and guide ethical responsibilities to provide continued access to an investigational medicine at the conclusion of a patient’s participation in a clinical trial. The Post-trial Responsibilities (PTR) Framework includes this Guidance Document as well as the accompanying Toolkit. A 41-member international multi-stakeholder Workgroup convened by the Multi-Regional Clinical Trials Center of Brigham and Women’s Hospital and Harvard University (...) (MRCT Center) developed this Guidance and Toolkit. Project Motivation A number of international organizations have discussed the responsibilities stakeholders have to provide continued access to investigational medicines. The World Medical Association, for example, addressed post-trial access to medicines in Paragraph 34 of the Declaration of Helsinki (WMA, 2013): “In advance of a clinical trial, sponsors, researchers and host country governments should make provisions for post-trial access for all participants who still need an intervention identified as beneficial in the trial. This information must also be disclosed to participants during the informed consent process.” This paragraph and other international guidance documents converge on several consensus points: • Post-trial access (hereafter referred to as “continued access” in this Framework [for terminology clarification – see definitions]) is the responsibility of sponsors, researchers, and host country governments; • The plan for continued access should be determined before the trial begins, and before any individual gives their informed consent; • The protocol should delineate continued access plans; and • The plan should be transparent to potential participants and explained during the informed consent process. -/- However, there is no guidance on how to fulfill these responsibilities (i.e., linking specific responsibilities with specific stakeholders, conditions, and duration). To fill this gap, the MRCT Center convened a working group in September of 2014 to develop a framework to guide stakeholders with identified responsibilities. This resultant Framework sets forth applicable principles, approaches, recommendations and ethical rationales for PTR regarding continued access to investigational medicines for research participants. (shrink)

Richard Watson maintains that deep ecology suffers from an internal contradiction and should therefore be rejected. Watson contends that deep ecology claims to be non-anthropocentric while at the same time is committed to setting humans apart from nature, which is inherently anthropocentric. I argue that Watson’s objection arises out of a fundamental misunderstanding of how deep ecologist’s conceive of the ‘Self.’ Drawing on resources from Buddhism, I offer an understanding of the ‘Self’ that is fully consistent with (...) deep ecology, and does not lead to the anthropocentric contradiction that Watson identifies. The paper will proceed as follows: First, I articulate Watson’s objection, and briefly discuss the traditional deep ecology position. Next, I turn to a discussion of the ‘Self’ and show that there are conceptions of human nature that are not separate from ‘Nature.’ It will thus be shown that deep ecology is not inconsistent and need not be rejected. (shrink)

In Philosophy and Technology 36, David Watson discusses the epistemological and metaphysical implications of unsupervised machine learning (ML) algorithms. Watson is sympathetic to the epistemological comparison of unsupervised clustering, abstraction and generative algorithms to human cognition and sceptical about ML’s mechanisms having ontological implications. His epistemological commitments are that we learn to identify “natural kinds through clustering algorithms”, “essential properties via abstraction algorithms”, and “unrealized possibilities via generative models” “or something very much like them.” The same issue contains (...) a commentary on Watson’s paper in which Tom Sterkenburg fiercely opposes the epistemological claim that clustering algorithms can identify natural kinds. Sterkenburg argues there’s nothing about clustering arguments themselves that enables natural kind identification. What’s at stake in the Watson-Sterkenburg debate is whether it is possible for clustering algorithms to identify natural kinds and whether they underly human identification of natural kinds. My contribution to the Watson-Sterkenburg debate is twofold. First, I argue Sterkenburg’s criticism of Watson’s claim is too severe because it denies any clustering algorithm to identify any natural kind. Secondly, I argue Watson’s reply overestimates both clustering algorithms’ and humans’ access to natural kinds and his claim has to be restricted accordingly to ‘We identify kinds via clustering algorithms, or something very much like them’. (shrink)

What do our reactive attitudes towards perceived moral infractions truly represent? According to Gary Watson, Peter Strawson argues that agents can become exempted from negative or positive reactive attitudes under type 2 pleas. These are conditions wherein we might not consider the agent to qualify for moral judgement based on certain biological, cognitive or psychological traits that they might exhibit. Gary Watson feels that this account is not conclusive, that it does not fully represent the inhibition of a (...) moral demand that we might place on an agent. He feels that a better account considers whether or not the agent is a proper object for the moral demands that we might place on him. In this paper I question whether or not Watson's reading of Strawson based on his paper entitled "Freedom and Resentment" is a full account of his argument. I respond by arguing that a critical feature of Strawson's paper that is missing is that of a concern we might have of our own wellbeing whenever we consider another's actions. I argue that more than any perceived rightness or wrongness of another's actions, we worry about the what effects their actions will have in our lives. I believe that this is a sentiment that is missing in Watson's response to Strawson. (shrink)

There seems to be widespread agreement that to be responsible for something is to be deserving of certain consequences on account of that thing. Call this the “merited-consequences” conception of responsibility. I think there is something off, or askew, in this conception, though I find it hard to articulate just what it is. The phenomena the merited-consequences conception is trying to capture could be better captured, I think, by noting the characteristic way in which certain minds can rightly matter to (...) other such minds—the way in which certain minds can carry a certain kind of importance, made manifest in certain sorts of responses. Mattering, not meriting, seems to me central. However, since I cannot yet better articulate an alternative, I continue in the merit-consequences framework. I focus on a particular class of consequences: those that are non-voluntary, in a sense explained. The non-voluntariness of these reactions has two important upshots. First, questions about their justification will be complex. Second, they are not well thought of as consequences voluntarily imposed upon the wrongdoer by the responder. By focusing on merited consequences and overlooking non-voluntariness, we risk misunderstanding the significance of moral criticism and of certain reactions to moral failure. (shrink)

This article reviews the ancient Buddhist doctrine of consciousness and its concordance with the psychological heritage of modern science. Firstly, it introduces the nine consciousnesses of Buddhist philosophy, namely, five sensory consciousnesses, plus Mano, Manas, Alaya, and Amala consciousnesses. Secondly, it summarizes the development of the four psychological forces, i.e., Watson’s behaviorism, Freudian psychoanalysis, Jung’s unconscious, and Grof’s transpersonal psychology. Finally, it suggests that the last four consciousnesses are equivalent to the four forces, respectively.

In this paper, I argue that the performance stories in the Zhuangzi, and the Butcher Ding story, emphasize an activity meditation practice that places the performer in a mindfulness flow zone, leading to graceful, efficacious, selfless, spontaneous, and free action. These stories are metaphors showing the reader how to attain a meditative state of focused awareness while acting freely in a flow experience. From my perspective, these metaphors are not about developing practical or technical skills per se. My argument challenges (...) a strict instrumental reading. Although instrumental reasoning can easily lead one to focus on the pragmatic outcomes depicted in these stories (See Eno, “Cook Ding’s Dao;” Callahan, “Cook Ding’s Life;” and Robins, “Beyond Skill”), the proposed pragmatic outcomes are merely a kind of collateral result of effortless, free actions, in the flow experience. The metaphors of Butcher Ding, the Lüliang rapids swimmer, the Wheelwright Bian, the Woodcarver Qing, the cicada catcher, the naked artist and so on are used to show the reader a way to engage in free and graceful action in the flow experience. Zhuangzi is not concerned about developing labour skills. He criticizes such skills; seen below when the Butcher claims to have “… left skill behind …” (進乎技矣) (Graham, Chuang-tzu, 63), and chapter five notes that “… skill is a peddler” (工為商) (Watson, Complete, 75). (shrink)

Philosophical discussion of Alan Turing’s writings on intelligence has mostly revolved around a single point made in a paper published in the journal Mind in 1950. This is unfortunate, for Turing’s reflections on machine (artificial) intelligence, human intelligence, and the relation between them were more extensive and sophisticated. They are seen to be extremely well-considered and sound in retrospect. Recently, IBM developed a question-answering computer (Watson) that could compete against humans on the game show Jeopardy! There are hopes it (...) can be adapted to other contexts besides that game show, in the role of a collaborator of, rather than a competitor to, humans. Another, different, research project—an artificial intelligence program put into operation in 2010—is the machine learning program NELL (Never Ending Language Learning), which continuously ‘learns’ by ‘reading’ massive amounts of material on millions of web pages. Both of these recent endeavors in artificial intelligence rely to some extent on the integration of human guidance and feedback at various points in the machine’s learning process. In this paper, I examine Turing’s remarks on the development of intelligence used in various kinds of search, in light of the experience gained to date on these projects. (shrink)

P.F. Strawson’s (1962) “Freedom and Resentment” has provoked a wide range of responses, both positive and negative, and an equally wide range of interpretations. In particular, beginning with Gary Watson, some have seen Strawson as suggesting a point about the “order of explanation” concerning moral responsibility: it is not that it is appropriate to hold agents responsible because they are morally responsible, rather, it is ... well, something else. Such claims are often developed in different ways, but one thing (...) remains constant: they meant to be incompatible with libertarian theories of moral responsibility. The overarching theme of this paper is that extant developments of “the reversal” face a dilemma: in order to make the proposals plausibly anti-libertarian, they must be made to be implausible on other grounds. I canvas different attempts to articulate a “Strawsonian reversal”, and argue that none is fit for the purposes for which it is intended. I conclude by suggesting a way of clarifying the intended thesis: an analogy with the concept of funniness. The result: proponents of the “reversal” need to accept the difficult result that if we blamed small children, they would be blameworthy, or instead explain how their view escapes this result, while still being a view on which our blaming practices “fix the facts” of moral responsibility. (shrink)

Various theorists have endorsed the “communication argument”: communicative capacities are necessary for morally responsible agency because blame aims at a distinctive kind of moral communication. I contend that existing versions of the argument, including those defended by Gary Watson and Coleen Macnamara, face a pluralist challenge: they do not seem to sit well with the plausible view that blame has multiple aims. I then examine three possible rejoinders to the challenge, suggesting that a context-specific, function-based approach constitutes the most (...) promising modification of the communication argument. (shrink)

Space exploration and the search for a better understanding of life have never been entirely separate from one another. This is not simply a matter of policy, a decision by political administrations to combine the two. Rather, it is a matter of the ways in which both draw upon the same scientific culture and upon overlapping societal influences. Some of the latter are the political influences of particular times and particular places, others are of a far broader nature. Progress in (...) one field has tended to be combined with advances in the other. It is a familiar point that, in the very year that NASA was founded, i.e. 1958, the American molecular biologist Joshua Lederberg won a Nobel Prize for his discovery that bacteria can exchange genetic material (a process now known as ‘bacterial conjugation’). This, in turn, was only six years after the classicMiller-Urey experiment to replicate the production of some of the chemical precursors of life. And the Miller-Urey experiment, in turn, overlapped in time with the work of Watson, Crick and Rosalind Franklin in England, on the structure of DNA. Major breakthroughs came in both fields (activity in space and research into life) within the same time-frame, and drew upon at least some of the same background influences and interests. When Lederberg went on to work with NASA on the early programs to look for life on Mars, the progression was, in an everyday sense, natural. Interest in space and interest in life went together. They have always tended to do so. (shrink)

Many important theorists – e.g., Gary Watson and Stephen Darwall – characterize blame as a communicative entity and argue that this entails that morally responsible agency requires not just rational but moral competence. In this paper, I defend this argument from communication against three objections found in the literature. The first two reject the argument’s characterization of the reactive attitudes. The third urges that the argument is committed to a false claim.

P.F. Strawson’s compatibilism has had considerable influence. However, as Watson has argued in “Responsibility and the Limits of Evil”, his view appears to have a disturbing consequence: extreme evil exempts an agent from moral responsibility. This is a reductio of the view. Moreover, in some cases our emotional reaction to an evildoer’s history clashes with our emotional expressions of blame. Anyone’s actions can be explained by his or her history, however, and thereby can conflict with our present blame. Additionally, (...) we too might have been evil if our history had been like the unlucky evildoer’s. Thus, our emotional responses to the evildoer compromise our standing to blame them. Since Strawson’s view demarcates moral responsibility by moral emotional responses, his view appears to be self-defeating. In this paper, I defend the Strawsonian view from the reductio and self-defeat problems. I argue that two emotions, disgust and elevation, can be moral reactive attitudes in Strawson’s sense. First, moral disgust expresses neither blame nor exemption from responsibility. Instead, moral disgust presupposes blameworthiness but is instead a distinct response to the extreme wrongdoer. Secondly, moral disgust involves self-directed attitudes that explain away our apparent lack of standing to blame the evil agent. The structure of disgust as a reactive attitude is mirrored along the positive dimension by the emotion that Haidt has called “elevation”, a feeling of moral inspiration. I conclude by defending my view from objections about the moral appropriateness of disgust. (shrink)

In this paper I discuss various hard cases that an account of moral ignorance should be able to deal with: ancient slave holders, Susan Wolf’s JoJo, psychopaths such as Robert Harris, and finally, moral outliers. All these agents are ignorant, but it is not at all clear that they are blameless on account of their ignorance. I argue that the discussion of this issue in recent literature has missed the complexities of these cases by focusing on the question of epistemic (...) fault. It is not clear that all blameworthy morally ignorant agents have committed an epistemic fault. There are other important issues that pull us in various directions: moral capacity, bad will, and formative circumstances. I argue that bad will is what is crucial, and moral ignorance itself can be a form of bad will. I argue that we should distinguish between two sorts of bad will, and correspondingly, two sorts of blameworthiness. Ordinary blameworthiness, requires moral knowledge, and is based on akratic action. The other kind of blameworthiness, objective blameworthiness, applies when the agent is morally ignorant, and when this indicates bad will. Objective blameworthiness can be undermined by unfortunate formative circumstances. (shrink)

Good chefs know the importance of maintaining sharp knives in the kitchen. What’s their secret? A well-worn Taoist allegory offers some advice. The king asks about his butcher’s impressive knifework. “Ordinary butchers,” he replied “hack their way through the animal. Thus their knife always needs sharpening. My father taught me the Taoist way. I merely lay the knife by the natural openings and let it find its own way through. Thus it never needs sharpening” (Kahn 1995, vii; see also (...) class='Hi'>Watson 2003, 46). Plato famously employed this image as an analogy for the reality of his Forms (Phaedrus, 265e). Just like an animal, the world comes pre-divided for us. Ideally, our best theories will be those which “carve nature at its joints”. While Plato employed the “carving” metaphor to convey his views about the reality of his celebrated Forms, its most common contemporary use involves the success of science -- particularly, its success in identifying distinct kinds of things. Scientists often report discovering new kinds of things -- a new species of mammal or novel kind of fundamental particle, for example -- or uncovering more information about already familiar kinds. Moreover, we often notice considerable overlap in different approaches to classification. As Ernst Mayr put it: No naturalist would question the reality of the species he may find in his garden, whether it is a catbird, chickadee, robin, or starling. And the same is true for trees or flowering plants. Species at a given locality are almost invariably separated from each other by a distinct gap. Nothing convinced me so fully of the reality of species as the observation . . . that the Stone Age natives in the mountains of New Guinea recognize as species exactly the same entities of nature as a western scientist. (Mayr 1987, 146) Such agreement is certainly suggestive. It suggests that taxonomies are discoveries rather than mere inventions. Couple this with their utility in scientific inference and explanation and we have compelling reason for accepting the objective, independent reality of many different natural kinds of things.. (shrink)

The book covers scientific and philosophical topics by bringing them closer to literature. Some topics are scientific explanation, the concept of cause, rational argumentation, pseudoscience, language, ethics, philosophy of mind, posthumanism, and democracy. Summary Prefazione di Severino Saccardi. Introduzione. Capitolo 1: Le scrivanie di Eddington. 1.1. Il vecchio Qfwfq (I. Calvino. Le cosmicomiche). 1.2. L’assassino invisibile (L.F. Celine, Il dottor Semmelweis). 1.3. Gli gnommeri di Ingravallo (C.E. Gadda, Quer pasticciaccio brutto de via Merulana). 1.4. I sergenti di Napoleone (L. Tolstoj, (...) Guerra e pace). 1.5. Tex e il Coyote nero (G. Bonelli, Il Coyote nero). 1.6. “Elementare Watson!” (A.C. Doyle, Il segno dei quattro). Capitolo 2. Non saranno mai delusi. 2.1. L’albero di Natale. (V. Perrin, Cambiare l’acqua ai fiori). 2.2. Il dagherrotipo di Buendia. (G.G. Marquez, Cent’anni di solitudine). 2.3. Don Ferrante e la peste. (A. Manzoni, I promessi sposi). Capitolo 3. Capitolo puffo. 3.1. L’Accademia di Lagado. (J. Swift, I viaggi di Gulliver). 3.2. Bruto è uomo d’onore. (W. Shakespeare, Giulio Cesare). 3.3. Le oche mute. (G. Orwell, 1984). Capitolo 4. “Quarantadue!” 4.1. Lo zio N’Ba N’Ga. (I. Calvino, Le cosmicomiche). 4.2. La mosca cocchiera. (J. de La Fontaine, Favole). 4.3. Il fiore del dr. Dek. (E. Salgari, Le meraviglie del Duemila). Capitolo 5. L’ultimo uomo. 5.1. La pernice accusatrice. (Cyrano de Bergerac, Gli stati e gli imperi del Sole). 5.2. Pallino in via Mjasnickaja. (M.A. Bulgakov, Cuore di cane). Capitolo 6. Scenari perturbanti. 6.1. Dissipatio. (G. Morselli, Dissipatio H.G.). 6.2. Un mammifero meccanizzato. (S. Butler, Erewhon). 6.3. Mlle Olimpia. (E.T.A. Hoffmann, Racconti notturni). Capitolo 7. La gente perbene. 7.1. La balena bianca. (H. Melville, Moby Dick). 7.2. Betsabea Everdeene. (T. Hardy, Via dalla pazza folla). 7.3. Un’idea francese. (C. McCarthy, Cavalli selvaggi). 7.4. Le montagne del Montana. (D. Delillo, Rumore bianco). (shrink)

Studios resist reductive analyses. Although isolated, they have their own frontstages and backstages, and like the laboratories studied by Knorr-Cetina, function as more than simply “internal environments.” The placeness of studios leaves both audible traces (the early reflections of sounds) and visible ones, if we think of those studios that become shrines or pilgrimage sites, or photo or video documentation of studios that provide the outside world a brief glimpse into the interior isolation of recording studio life. It would seem (...) that major facilities such as Abbey Road, Ocean Way or Sun Records are emphatically not “placeless place[s]” (Gieryn 2008), nor are they decontextualized from their immediate geographic surroundings. -/- Although atomized project studios (including bedroom studios, garages, and barns) may not immediately appear to be embedded within the social relations of a bounded local culture, many such studios are embedded within the social relations of specific online networked cultures,20 as is evinced by the vibrant online recording engineer communities that support everything from amateur acoustician pedagogy to advanced mixing techniques and even online mixing/remixing competitions. Such studios can be considered as “local anchoring points in the cultural metropolises of the global urban network” (Watson, Hoyler and Mager 2009). Knorr-Cetina (1992) suggests something similar when she discusses how laboratories function not just as “internal environments” but rather as “a link between internal and external environments, a border in a wider traffic of objects and observations”. Like their larger counterparts, project studios are acoustic environments isolated from various perceived outsides, use the very same technologies of audition to make up for the constrained paths of audibility, and similarly shape the kinds of musical and social practices that can transpire within (even if this shaping process effectively restricts the studio’s usage to a single musician at a time). I argue that the more we wish to understand the vibe and sound of the studios, the more we may wish to consider the studio as an active agent in the process of recording production, an actor in the social worlds that inhabit its very wombs and bunkers. (shrink)

Huckleberry Finn believes that by helping Miss Watson’s slave Jim escape to freedom, he is doing something wrong. But Huck does it anyway—and many want to give him moral credit for this choice. If Huck is to be worthy of such moral esteem, however, it seems there must be some implicit way of appreciating and responding to considerations as moral reasons that does not involve explicitly believing that those considerations are moral reasons. This chapter argues that an agent like (...) Huck can implicitly appreciate a consideration as a moral reason to φ by presenting it under the light of a particular phenomenologically-mediated mode of presentation: one that presents that consideration via the light of a felt directive force “pointing” towards φ-ing—lending weight to it, or soliciting it—in a particular authoritative way. Thus, I suggest, Huck may be understood on analogy with a young jazz piano virtuoso. As she may appreciate that the G-seventh chord having been played just so constitutes an aesthetic reason for her to ease into the C-major-seventh chord just so by virtue of experiencing the former as pointing or directing her to the latter, so also, I propose, Huck may appreciate the considerations speaking in favor of helping Jim as moral reasons to help Jim by virtue of experiencing them as pointing or directing him to help Jim. The chapter also examines and rejects four alternative proposals for how to account for implicit reasons-appreciation: first, a de re account of appreciation and then three additional accounts of appreciation derived from major theories of mental representation (inferentialist, causal tracking, and functionalist theories). (shrink)

In Equal Citizenship and Public Reason, Watson and Hartley dispute the claim that Rawls’s doctrine of political liberalism must tolerate gender hierarchy because it counts conservative and orthodox religions as reasonable comprehensive doctrines. I argue that their defense in fact contains two arguments, both of which fail. The first, which I call the “Deliberative Equality Argument”, fails because it does not establish conclusively that political liberalism’s demand for equal citizenship forbids social practices of domination, as the authors contend. The (...) second, which I call the “Equal Liberties Argument”, fails because it supports a particular version of political liberalism and not the doctrine itself. (shrink)

Chemical visualizations and models are special kinds of situated, inductive arguments. In this paper, I examine several historical case studies—an archive of images from museums, special collections, and popular magazines—as examples of emergent practices of physical modeling as theoretical play which became the basis for molecular biology and structural chemistry. Specifically, I trace a legacy of visualization tools that starts with Archibald Scott Cooper and Friedrich Kekulé in the late 1800s, crystallizes as material manipulatives in Kekulé’s student Jacobus Henricus Van’t (...) Hoff and his folded paper “toys,” is legitimized in the California lab of Linus Pauling, and is glorified in the popular imaginary with James Watson and Francis Crick’s model of DNA. My tracing then follows several threads into contemporary modeling practices. I ultimately argue that modeling play, originally outside of the boundary of deductive, positivist science, is now an accepted mode of inductive reasoning in these related chemical fields. (shrink)

This is one of the best popular cosmology books ever written and Guth is now (2016) a top physics Professor at MIT. He tells the extremely complex story of inflation and related areas of particle physics in such an absorbing style that it reads like a detective novel-in fact, it is a detective novel-how he and others found out how the universe started! The interweaving of his personal story and that of many colleagues along with their photos and many wonderfully (...) clear diagrams allows just the right amount of relaxation from the intensity of the physics. In places the style reminds one of Watson´s famous book ``The Double Helix``. He tells how his work on magnetic monopoles and spontaneous symmetry breaking led to the discovery of the inflationary theory of the very early universe (ca. 10 to minus 35 seconds!). -/- Along the way you will learn many gems that should stay with you a long time such as: the observed universe(e.g., everything the Hubble telescope etc. can see out to ca. 15 billion light years when the universe began) is likely just a vanishingly tiny part of the entire inhomogeneous universe which is about 10 to the 23rd times larger; the big bang probably took place simultaneously and homogeneously in our observed universe; there probably have been and will continue to be an infinite number of big bangs in an infinite number of universes for an infinite time; when a bang happens, everything(space, time, all the elements) from the previous universe are destroyed; the stretching of space can happen at speeds much greater than the speed of light; our entire observed universe lies in a single bubble out of an endless number so there may be trillions of trillions just in our own entire(pocket) universe(and there may be an endless number of such); none of these infinite number of universes interact-i.e., we can never find out anything about the others; each universe started with its own big bang and will eventually collapse to create a new big bang; all this implies that the whole universe is fractal in nature and thus infinitely regresses to ever more universes(which can lead one to thinking of it as a giant hologram); disagreements between the endless(hundreds at least) variations of inflation are sometimes due to lack of awareness that different definitions of time are being used; some theories suggest that there was a first big bang but we can never find out what happened before it; nevertheless it appears increasingly plausible that there was no beginning but rather an eternal cycle of the destruction and creation, each being the beginning of spacetime for that universe; to start a universe you need about 25g of matter in a 10 to minus 26cm diameter sphere with a false vacuum and a singularity(white hole). -/- He deliberately spends little time on the endless variants of inflation such as chaotic, expanded and supernatural inflation or on dark matter´, supersymmetry and string theory, though they were well known at the time as you can find by reading other books such as Michio Kaku´s `Hyperspace` (see my review) and countless others. Of course much has happened since this book appeared but it still serves as an excellent background volume so cheap now it’s free for the cost of mailing. -/- 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)

Machine learning algorithms may radically improve our ability to diagnose and treat disease. For moral, legal, and scientific reasons, it is essential that doctors and patients be able to understand and explain the predictions of these models. Scalable, customisable, and ethical solutions can be achieved by working together with relevant stakeholders, including patients, data scientists, and policy makers.

In this paper, I will reread the history of molecular genetics from a psychoanalytical angle, analysing it as a case history. Building on the developmental theories of Freud and his followers, I will distinguish four stages, namely: (1) oedipal childhood, notably the epoch of model building (1943–1953); (2) the latency period, with a focus on the development of basic skills (1953–1989); (3) adolescence, exemplified by the Human Genome Project, with its fierce conflicts, great expectations and grandiose claims (1989–2003) and (4) (...) adulthood (2003–present) during which revolutionary research areas such as molecular biology and genomics have achieved a certain level of normalcy—have evolved into a normal science. I will indicate how a psychoanalytical assessment conducted in this manner may help us to interpret and address some of the key normative issues that have been raised with regard to molecular genetics over the years, such as ‘relevance’, ‘responsible innovation’ and ‘promise management’. (shrink)

We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealised explanation game in which players collaborate to find the best explanation for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal (...) patterns of variable granularity and scope. We characterise the conditions under which such a game is almost surely guaranteed to converge on a optimal explanation surface in polynomial time, and highlight obstacles that will tend to prevent the players from advancing beyond certain explanatory thresholds. The game serves a descriptive and a normative function, establishing a conceptual space in which to analyse and compare existing proposals, as well as design new and improved solutions. (shrink)

Necessity and sufficiency are the building blocks of all successful explanations. Yet despite their importance, these notions have been conceptually underdeveloped and inconsistently applied in explainable artificial intelligence (XAI), a fast-growing research area that is so far lacking in firm theoretical foundations. Building on work in logic, probability, and causality, we establish the central role of necessity and sufficiency in XAI, unifying seemingly disparate methods in a single formal framework. We provide a sound and complete algorithm for computing explanatory factors (...) with respect to a given context, and demonstrate its flexibility and competitive performance against state of the art alternatives on various tasks. (shrink)

Recent years have seen a surge in online collaboration between experts and amateurs on scientific research. In this article, we analyse the epistemological implications of these crowdsourced projects, with a focus on Zooniverse, the world’s largest citizen science web portal. We use quantitative methods to evaluate the platform’s success in producing large volumes of observation statements and high impact scientific discoveries relative to more conventional means of data processing. Through empirical evidence, Bayesian reasoning, and conceptual analysis, we show how information (...) and communication technologies enhance the reliability, scalability, and connectivity of crowdsourced e-research, giving online citizen science projects powerful epistemic advantages over more traditional modes of scientific investigation. These results highlight the essential role played by technologically mediated social interaction in contemporary knowledge production. We conclude by calling for an explicitly sociotechnical turn in the philosophy of science that combines insights from statistics and logic to analyse the latest developments in scientific research. (shrink)

Hortense Spillers asserts the imperative for black writers to reconfigure the languages they inherit. One way of doing so is to craft counter-myths against dominative mythologies. Spillers casts myth as an integration of form and concept which overdetermines the significance of what it is used to talk about. One crucial effect of America’s racialising mythos has been to deny black women the ability to determine that significance. She then describes how this mythos is crafted through a double wounding that creates (...) at least two ‘interstices’—first between home and market, then between blackness and humanity—which are covered up by mythological terms. Finally, Spillers shows how counter-mythologies can be crafted by speaking from within these interstices to reconfigure the conditions of possibility governing meaningful speech, taking the 19th- century African-American preaching tradition as her example. The article concludes by reflecting on what it might mean to practice Christian theology as counter-mythology in light of Spillers’ work through a reading of Edwidge Danticat’s The Dew Breaker. (shrink)

What might it mean to read video games as a source for critical theological reflection? This project explores the extent to which FromSoftware’s 2015 classic Bloodborne can be read in just this way for at least two reasons. Firstly, the game makes visible foundational but often taken-for-granted Christian themes, as well as their internal paradoxes. Secondly, Bloodborne’s gameplay is structured through these themes in ways that invite the player to take on a mode of theological reflection which allows them to (...) think creatively beyond the conditions giving rise to these paradoxes. (shrink)

Discovering high-level causal relations from low-level data is an important and challenging problem that comes up frequently in the natural and social sciences. In a series of papers, Chalupka etal. (2015, 2016a, 2016b, 2017) develop a procedure forcausal feature learning (CFL) in an effortto automate this task. We argue that CFL does not recommend coarsening in cases where pragmatic considerations rule in favor of it, and recommends coarsening in cases where pragmatic considerations rule against it. We propose a new technique, (...) pragmatic causal feature learning (PCFL), which extends the original CFL algorithm in useful and intuitive ways. We show that PCFL has the same attractive measure-theoretic properties as the original CFL algorithm. We compare the performance of both methods through theoretical analysis and experiments. (shrink)

The AGI alignment problem has a bimodal distribution of outcomes with most outcomes clustering around the poles of total success and existential, catastrophic failure. Consequently, attempts to solve AGI alignment should, all else equal, prefer false negatives (ignoring research programs that would have been successful) to false positives (pursuing research programs that will unexpectedly fail). Thus, we propose adopting a policy of responding to points of metaphysical and practical uncertainty associated with the alignment problem by limiting and choosing necessary assumptions (...) to reduce the risk false positives. Herein we explore in detail some of the relevant points of uncertainty that AGI alignment research hinges on and consider how to reduce false positives in response to them. (shrink)

Theorists such as Stuart Hall have problematised the idea that identity is something that remains essentially the same across time. Since doctrine has been cast as that which safeguards Christian identity, this provokes the question: what role can doctrine play if this is the case? Critiquing George Lindbeck's The Nature of Doctrine in light of Kathryn Tanner's work on rules suggests that doctrine cannot regulate, constitute or generate the necessary conditions for Christian identity. Doctrine can, however, still play a role (...) in generating Christian meaning without regulating identity by determining how concepts are formed in Christian community. (shrink)

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In 2010s, the love story between Sidapa and Bulan, two oft-described as male gods, widely circulated online and eventually became a folkloric representation about the LGBTQIA+ during the pre-colonial Philippines. But in 2019 this queer mythological romance was exposed to be a hoax. However, instead of dismissing the story altogether for being a hoax, especially given the story’s already irreversible circulation in popular culture today, this paper rather examines the “mythification” of Sidapa-Bulan queer romance as a case for historical rethinking. (...) Drawing from a bricolage of digital, ethnohistorical, and historiographical materials, this paper is divided into four sections. The first section dissects this paper’s conceptual tools: the use of seemingly anachronistic categories of “queer” and “LGBTQIA+,” and how these categories intersect with the concepts of “myth-making” as a sociological (and by extension, historical) phenomenon, and what came to be known as “neo-archiving” (i.e., the use of fiction in response to the gaps in history). The second section explains the paper’s methodology and sources, specifically its use of four historical thinking skills in dissecting the Sidapa-Bulan myth. The third section examines the Sidapa-Bulan myth as a historical case, specifically in terms of sourcing and close reading, corroborating, and contextualizing. And the fourth section attempts to offer, albeit in broad strokes, some potential ways to move forward from the damages caused by the Sidapa-Bulan myth. As such, this paper argues that only by maintaining transparency over its own history, that the Sidapa-Bulan queer romance, as a case of contemporary myth-making (where queer artists, authors, and allies did not merely passively consume the story, but rather actively re-define and appropriate it), can become useful and integral in rethinking and, thus, enriching the Philippine LGBTQIA+ past. But in a practical sense, this paper demonstrates how historical thinking skills can empower the public to detect, dissect, and dispel disinformation today. (shrink)

Bakla signals “effeminacy” and “homosexuality,” which stigma signifies being “weak,” “fake woman,” and “unreal man.” This historical research interrogates the etymology of bakla, which etymology claims that bakla only became a label for gay identity since the 1960s. A newfound evidence, the Bienvenido N. Santos’ “Recollections” (1932), challenges this etymology; as the document used bakla to signify “effeminate” decades before the 1960s. -/- Mobilizing this newfound evidence alongside theoretical, historiographic, and archival data, this thesis asks: (1) How can the 1932 (...) “Recollections” help explain the crystallization of bakla into a label for “effeminate homosexual male” identity since the 1960s? (2) What can socio-historical processes further reveal about the etymology of bakla, and why the word bears so much stigma? (3) How did “effeminacy” and male “homosexuality” become semantically linked with bakla’s historic senses? At its core, the study argues that sexism and political instability coincide in the social history of the bakla. -/- Contextualizing bakla’s semantic shifts reveals that the word’s stigma comes from its earliest meaning; besides “fearful and weak,” it was bakla as “deceptive.” While tracking bakla’s semantic links with the pre-existing terms for gay identity shows that bakla was forged alongside historical biases against women. These biases rendered gay men and trans women undesirable. And archival data uncover five (5) factors explaining why bakla crystallized into a gender label, which also offer insights on how bakla has been reclaimed and reworked, despite its persisting stigma, in more recent years. -/- The thesis exposes bakla’s status as a “keyword” in the Philippine conceptual, sexual, and social history. It undresses bakla, opens it to critique, and recognizes the importance its etymology can play in undoing bakla’s stigma, and its potential in rethinking Philippine history itself. (shrink)