AI-driven decisions can draw data from virtually any area of your life to make a decision about virtually any other area of your life. That creates fairness issues. Effective regulation to ensure fairness requires that AI systems be transparent. That is, regulators must have sufficient access to the factors that explain and justify the decisions. One approach to transparency is to require that systems be explainable, as that concept is understood in computer science. A system is explainable if one can (...) provide a human-understandable explanation of why it makes any particular prediction. Explainability should not be equated with transparency. To address transparency and characterize its relation to explainability, we define transparency for a regulatory purpose. A system is transparent for a regulatory purpose (r-transparent) when and only when regulators have an explanation, adequate for that purpose, of why it yields the predictions it does. Explainability remains relevant to transparency but turns out to be neither necessary nor sufficient for it. The concepts of explainability and r-transparency combine to yield four possibilities: explainable and either r-transparent or not; and not explainable and either not r-transparent or r-transparent. Combining r-transparency with ideas from the Harvard computer scientist Cynthia Dwork, we propose four requirements on AI systems. (shrink)

We present a one per cent measurement of the cosmic distance scale from the detections of the baryon acoustic oscillations in the clustering of galaxies from the Baryon Oscillation Spectroscopic Survey, which is part of the Sloan Digital Sky Survey III. Our results come from the Data Release 11 sample, containing nearly one million galaxies and covering approximately 8500 square degrees and the redshift range 0.2 < z < 0.7. We also compare these results with those from the publicly (...) released DR9 and DR10 samples. Assuming a concordance Λ cold dark matter cosmological model, the DR11 sample covers a volume of 13 Gpc3 and is the largest region of the Universe ever surveyed at this density. We measure the correlation function and power spectrum, including density-field reconstruction of the BAO feature. The acoustic features are detected at a significance of over 7σ in both the correlation function and power spectrum. Fitting for the position of the acoustic features measures the distance relative to the sound horizon at the drag epoch, rd, which has a value of rd,fid = 149.28 Mpc in our fiducial cosmology. We find DV = at z = 0.32 and DV = at z = 0.57. At 1.0 per cent, this latter measure is the most precise distance constraint ever obtained from a galaxy survey. Separating the clustering along and transverse to the line of sight yields measurements at z = 0.57 of DA = and H =. Our measurements of the distance scale are in good agreement with previous BAO measurements and with the predictions from cosmic microwave background data for a spatially flat CDM model with a cosmological constant. © 2014 The Author Published by Oxford University Press on behalf of the Royal Astronomical Society. (shrink)

© 2017. The American Astronomical Society. All rights reserved.We present new observations of the low-mass companion to HD 984 taken with the Gemini Planet Imager as a part of the GPI Exoplanet Survey campaign. Images of HD 984 B were obtained in the J and H bands. Combined with archival epochs from 2012 and 2014, we fit the first orbit to the companion to find an 18 au orbit with a 68% confidence interval between 14 and 28 au, an eccentricity (...) of 0.18 with a 68% confidence interval between 0.05 and 0.47, and an inclination of 119°with a 68% confidence interval between 114°and 125°. To address the considerable spectral covariance in both spectra, we present a method of splitting the spectra into low and high frequencies to analyze the spectral structure at different spatial frequencies with the proper spectral noise correlation. Using the split spectra, we compare them to known spectral types using field brown dwarf and low-mass star spectra and find a best-fit match of a field gravity M6.5 ±1.5 spectral type with a corresponding temperature of K. Photometry of the companion yields a luminosity of log=2.88 ± 0.07 dex with DUSTY models. Mass estimates, again from DUSTY models, find an age-dependent mass of 34 ±1 to 95 ±4 M Jup. These results are consistent with previous measurements of the object. (shrink)

In this book, I make use of an idea from economics to suggest how noble human tendencies might not only have survived the ruthless pressures of the material world, but actually have been nurtured by them.

In the continuing dialogue between Western philosophy and the Christian religion, the central issue has generally been the existence of God. There has however been a discernible shift in the focus of the discussion in recent years. Rather than the existence of God, the issue now seems to be the concept of God. It is increasingly argued by philosophers critical of religion that the concept of God is basically incoherent, and that therefore the question of God's existence or non-existence does (...) not even arise. What cannot be conceived is not even a possible object of faith. (shrink)

Brock Macdonald1, Evi Vakiani2, Rhonda K Yantiss3, Jun Lee4, Robert S Brown Jr5, Samuel H Sigal61Division of Gastroenterology, Department of Medicine, University of California-San Francisco, San Francisco, CA, 2Department of Pathology, Memorial Sloan–Kettering Cancer Center, New York, NY, 3Department of Pathology and Laboratory Medicine, New York Weill Cornell Medical College, New York, NY, 4Division of Nephrology, Department of Medicine, Weill Cornell Medical College, New York, NY, 5Division of Gastroenterology, Department of Medicine, Columbia University College of Physicians and Surgeons, (...) New York, NY, 6Division of Gastroenterology and Hepatology, Department of Medicine, New York University, New York, NY, USA: The use of sirolimus as an alternative to calcineurin inhibitors for posttransplant immunosuppression is associated with a variety of inflammatory conditions. In this report, we describe the case of a 34-year-old man who developed abnormal liver tests 6 years after live-donor kidney transplantation and 5 years after initiation of sirolimus-based immunosuppression. Elevated aminotransferase levels persisted after withdrawal of potentially hepatotoxic medications, and serologic evaluation for viral hepatitis, autoimmune disease, and genetic disorders was unrevealing. Liver biopsy revealed prominent hepatocellular injury associated with a mixed inflammatory infiltrate and liver tests normalized within 2 weeks of discontinuation of sirolimus. In this report, we review previous reports of sirolimus hepatotoxicity and propose a unifying hypothesis for the various inflammatory conditions that have been attributed to sirolimus.Keywords: sirolimus, immunosuppression, transplant, inflammatory conditions, hepatotoxicity. (shrink)

A common compatibilist view says that we are free and morally responsible in virtue of the ability to respond aptly to reasons. Many hold a version of this view despite disagreement about whether free will requires the ability to do otherwise. The canonical version of this view is reductive. It reduces the pertinent ability to a set of modal properties that are more obviously compatible with determinism, like dispositions. I argue that this and any reductive view of abilities faces a (...) significant challenge: it cannot adequately explain the freedom-grounding element of this ability. The problem has the form of a dilemma. This leaves reasons-responsive compatibilists with two options: abandon theories of free will grounded in abilities or abandon reductive theories of abilities. (shrink)

According to many commentators, Davidson’s earlier work on philosophy of action and truth-theoretic semantics is the basis for his reputation, and his later forays into broader metaphysical and epistemological issues, and eventually into what became known as the triangulation argument, are much less successful. This book by two of his former students aims to change that perception. In Part One, Verheggen begins by providing an explanation and defense of the triangulation argument, then explores its implications for questions concerning semantic normativity (...) and reductionism, the social character of language and thought, and skepticism about the external world. In Part Two, Myers considers what the argument can tell us about reasons for action, and whether it can overcome skeptical worries based on claims about the nature of motivation, the sources of normativity and the demands of morality. The book reveals Davidson’s later writings to be full of innovative and important ideas that deserve much more attention than they are currently receiving. (shrink)

Tocqueville pessimistically predicted that liberty and equality would be incompatible ideas. Robert Dahl, author of the classic _A Preface to Democratic Theory,_ explores this alleged conflict, particularly in modern American society where differences in ownership and control of corporate enterprises create inequalities in resources among Americans that in turn generate inequality among them as citizens. Arguing that Americans have misconceived the relation between democracy, private property, and the economic order, the author contends that we can achieve a society of (...) real democracy and political equality without sacrificing liberty by extending democratic principles into the economic order. Although enterprise control by workers violates many conventional political and ideological assumptions of corporate capitalism as well as of state socialism. Dahl presents an empirically informed and philosophically acute defense of "workplace democracy." He argues, in the light of experiences here and abroad, that an economic system of worker-owned and worker-controlled enterprises could provide a much better foundation for democracy, political equality, and liberty than does our present system of corporate capitalism. (shrink)

How important is luck in economic success? No question more reliably divides conservatives from liberals. As conservatives correctly observe, people who amass great fortunes are almost always talented and hardworking. But liberals are also correct to note that countless others have those same qualities yet never earn much. In recent years, social scientists have discovered that chance plays a much larger role in important life outcomes than most people imagine. In Success and Luck, bestselling author and New York Times economics (...) columnist Robert Frank explores the surprising implications of those findings to show why the rich underestimate the importance of luck in success--and why that hurts everyone, even the wealthy. Frank describes how, in a world increasingly dominated by winner-take-all markets, chance opportunities and trivial initial advantages often translate into much larger ones--and enormous income differences--over time; how false beliefs about luck persist, despite compelling evidence against them; and how myths about personal success and luck shape individual and political choices in harmful ways. But, Frank argues, we could decrease the inequality driven by sheer luck by adopting simple, unintrusive policies that would free up trillions of dollars each year--more than enough to fix our crumbling infrastructure, expand healthcare coverage, fight global warming, and reduce poverty, all without requiring painful sacrifices from anyone. If this sounds implausible, you'll be surprised to discover that the solution requires only a few, uncontroversial steps. Compellingly readable, Success and Luck shows how a more accurate understanding of the role of chance in life could lead to better, richer, and fairer economies and societies. (shrink)

In a well-known apocryphal story, Theresa of Avila falls off the donkey she was riding, straight into mud, and injures herself. In response, she seems to blame God for her fall. A playful if indignant back and forth ensues. But this is puzzling. Theresa should never think that God is blameworthy. Why? Apparently, one cannot blame what one worships. For to worship something is to show it a kind of reverence, respect, or adoration. To worship is, at least in part, (...) to praise. You cannot praise and blame simultaneously. Indeed, Paul counsels against “back-talk” against God, suggesting we lack the standing to blame our creator (Romans 9:20). Drawing on Strawsonian theorizing about praise and blame, this paper argues that, surprisingly, a person can both blame and worship God. Although blameful worship is possibly epistemically akratic, it may sometimes be acceptable given our nature as finite, emotional beings. In fact, blaming God might on occasion be the only way we have to stand with God’s goodness despite apparent evidence of evil in the world. This suggestion, I’ll argue, should change the way we think about the problem of evil. The problem has interpersonal and moral psychological dimensions that merit serious attention. (shrink)

This paper articulates and responds to a challenge to contemporary compatibilist views of free will. Despite the popularity and appeal of compatibilist theories, many are left with lingering doubts about compatibilism. This paper explains this doubt in terms of the absurdity challenge: because a compatibilist accepts that they do not have causal access to all the actual sufficient causal sources of their own agency, the compatibilist can find their own agency absurd. By taking a cue from political philosophy, this paper (...) argues that a non-ideal construction of the problem of free will allows compatibilists to overcome this existential-metaphysical challenge, and by doing so, perhaps adopt a metaphysically progressive picture of human agency. (shrink)

In the United States of America, the years from 1880 to 1915 were a period of rapid urbanization, combined in some areas with intense industrialization. This paper explores the creation in cities of the new industrial heartland of new institutions of higher learning. The case studies chosen illustrate varying responses to local needs for scientific and technical expertise, and illuminate how new concepts of higher education in the United States helped to shape the emergent connection between science and industry.

Vulnerabilities often characterize the availability of immigrant populations of interest in social behavioral science, public health, and medical research. Refugees, asylum seekers, and undocumented immigrants present unique vulnerabilities relevant to protocol development as well as ethics review procedures and criteria. This paper describes vulnerable populations in relation to the Belmont Report and US federal regulations for the protection of human subjects, both of which are commonly used in international research contexts. It argues for safeguards for immigrants comparable to protections for (...) such populations as pregnant women, prisoners, and children. The paper further presents a two-part model for the review of protocols that involve immigrants. The model is intended to help identify the risks to immigrants associated with participation in research, and to suggest how researchers can responsibly frame studies and access to research participant immigrants through community-based, and/or non-governmental organizations that serve immigrants and immigrant communities. (shrink)

And I find myself knowing the things that I knew Which is all that you can know on this side of the blueIs there such a thing as direct, non-conceptual experience, or is all experience, by its very nature, conceptually mediated? Is some notion of non-conceptual sensory awareness required to account for our ability to represent and negotiate our physical environment, or is it merely an artifact of deep-seated but ultimately misguided Cartesian metaphysical assumptions? Perhaps conscious experience in humans is (...) inextricably tied to the representational or self-reflexive capacities of language; if so, does it necessarily follow that newborn infants and animals are not conscious? Is the very notion of non-conceptual... (shrink)

This essay offers a comprehensive vision for a higher education program incorporating critical thinking across the curriculum at hypothetical Alpha College, employing a rigorous detailed conception of critical thinking called “The Alpha Conception of Critical Thinking”. The program starts with a 1-year, required, freshman course, two-thirds of which focuses on a set of general critical thinking dispositions and abilities. The final third uses subject-matter issues to reinforce general critical thinking dispositions and abilities, teach samples of subject matter, and introduce subject-specific (...) critical thinking. Subject-matter departmental and other units will make long-range plans for incorporating critical thinking in varying amounts in subject-matter courses, culminating in a written Senior Thesis/Project involving investigating, taking, and defending a position, which reinforce critical thinking abilities and dispositions and increase subject-matter knowledge. Teaching approaches used in the program are involving and based on the principle, “We learn what we use.” Both summative and formative assessment are employed as appropriate. Coordination and support are extensive. Objections and concerns are discussed, and alternatives, including possible transitions, are considered. An extended review of research supports moving toward CTAC. (shrink)

(Part of a symposium on an OUP collection of Paul Russell's papers on free will and moral responsibility). Paul Russell’s The Limits of Free Will is more than the sum of its parts. Among other things, Limits offers readers a comprehensive look at Russell’s attack on the problematically idealized assumptions of the contemporary free will debate. This idealization, he argues, distorts the reality of our human predicament. Herein I pose a dilemma for Russell’s position, critical compatibilism. The dilemma illuminates the (...) tension between Russell’s critical and compatibilist commitments. The problem is not obviously insurmountable, and as a compatibilist who is sympathetic to the view, my aim is to spark further discussion. (shrink)

I develop an argument that key theses from Ayn Rand's ethics and political philosophy are incompatible with one another. Her ethical egoism is not compatible with her rights theory. Though Rand's version of rights theory is libertarian, the argument does not depend upon any claims peculiar to her theory, but would apply to the (in)compatibility of ethical egoism and almost any plausible rights theory.

P.F. Strawson’s account of moral responsibility in “Freedom and Resentment” has been widely influential. In both that paper and in the contemporary literature, much attention has been paid to Strawson’s account of blame in terms of reactive attitudes like resentment and indignation. The Strawsonian view of praise in terms of gratitude has received comparatively little attention. Some, however, have noticed something puzzling about gratitude and accountability. We typically understand accountability in terms of moral demands and expectations. Yet gratitude does not (...) express or enforce moral demands or expectations. So, how is it a way to hold an agent accountable? In a more general manner, we might ask if there is even sense to be made of the idea that agents can be accountable—i.e., “on the hook”—in a positive way. In this paper, I clarify the relationship between gratitude and moral accountability. I suggest that accountability is a matter of engaging with others in a way that is basically concerned with their feelings and attitudes rather than solely a matter of moral demands. Expressions of gratitude are a paradigmatic form of this concerned engagement. I conclude by defending my view from the objection that it leads to an overly generous conception of holding accountable and suggest in reply that moral responsibility skeptics may not help themselves to as many moral emotions as they might have thought. (shrink)

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)

Robert Myers presents an original moral theory which charts a course between the extremes of consequentialism and contractualism, portraying morality not simply as a matter of promoting the overall good but rather as a matter of cooperating in its promotion. This gives him answers to two of the most vexing questions in moral philosophy: how can increasing general welfare and respecting individual rights be equally fundamental features of moral activity, and what gives morality's demands their special character of inescapability?

The use of the concept ‘religious experience’ is exceedingly broad, encompassing a vast array of feelings, moods, perceptions, dispositions, and states of consciousness. Some prefer to focus on a distinct type of religious experience known as ‘mystical experience', typically construed as a transitory but potentially transformative state of consciousness in which a subject purports to come into immediate contact with the divine, the sacred, the holy. We will return to the issue of mystical experience below. Here I would only note (...) that the academic literature does not clearly delineate the relationship between religious experience and mystical experience. The reluctance, and in the end the inability, to clearly stipulate the meaning of such terms will be a recurring theme in the discussion below. (shrink)

Providing the most thorough coverage available in one volume, this comprehensive, broadly based collection offers a wide variety of selections in four major genres, and also includes a section on film. Each of the five sections contains a detailed critical introduction to each form, brief biographies of the authors, and a clear, concise editorial apparatus. Updated and revised throughout, the new Fourth Edition adds essays by Margaret Mead, Russell Baker, Joan Didion, Annie Dillard, and Alice Walker; fiction by Nathaniel Hawthorne, (...) Ursula K. LeGuin, Anton Chekov, James Joyce, Katherine Mansfield, F. Scott Fitzgerald, William Faulkner, Alice Walker, Louise Erdrich, Donald Barthelme, and James McPherson; poems by John Donne, Robert Browning, Walt Whitman, Edwin Arlington Robinson, e.e. cummings, Langston Hughes, W.H. Auden, Philip Levine, and Louise Gluck; and plays by August Wilson, Marsha Norman, Wendy Wasserstein, and Vaclav Havel. The chapter devoted to film examines the relation of film to literature and gives the complete screenplay for Citizen Kane plus close analysis of a scene from the film. With its innovative structure, comprehensive coverage, and insightful and stimulating presentation of all kinds of literature, this is an anthology readers will turn to again and again. (shrink)

In a recent article appearing in this journal, Theresa Scavenius compellingly argues that the traditional “rational-individualistic” conception of responsibility is ill-suited to accounting for the sense in which moral agents share in responsibility for both contributing to the causes and, proactively, working towards solutions for climate change. Lacking an effective moral framework through which to make sense of individual moral responsibility for climate change, many who have good intentions and the means to contribute to solutions for climate change tend to (...) dismiss or put off addressing the root causes. With this tendency arises the practical problem that climate change calls for urgent global collective action, both in terms of mitigation and adaptation, in order to prevent global temperature rise from exceeding 2C and avoid worst case climate scenarios. In this paper, I develop a phenomenological theory of ecological responsibility which addresses the conceptual problem Scavenius brings out and contributes to clarifying the sense in which moral agents share responsibility for both the causes and solutions for climate change. To develop this theory, I draw from, combine, and transform insights from the late work of Husserl on open horizons, transcendental intersubjectivity, and genetic phenomenology with breakthroughs from Emmanuel Levinas in articulating an original, asymmetrical theory of unlimited, diachronic responsibility. In drawing from Husserl, I show how what Levinas describes as the source of a demand for unlimited, diachronic responsibility can be phenomenologically reinterpreted in terms of a horizon of indeterminacy. I then show how horizons of indeterminacy arise in phenomenological descriptions of both human and nonhuman entities in such a way that discloses the demand for responsibility as a broad-ranging demand for unlimited, diachronic ecological responsibility. An important implication of this phenomenological theory of ecological responsibility is that it contributes to clarifying the sense in which individual moral agents share in responsibility for long range collective moral problems such as climate change. (shrink)

There have been several attempts of late to read Yogācāra through the lens of Western phenomenology. I approach the issue through a reading of the Cheng weishi lun, a seventh-century Chinese compilation that preserves the voices of multiple Indian commentators on Vasubandhu’s Triṃśikāvijñaptikārikā. Specifically, I focus on the “five omnipresent mental factors” and the “four aspects” of cognition. These two topics seem ripe, at least on the surface, for phenomenological analysis, particularly as the latter topic includes a discussion of “self-awareness”. (...) Yet we find that the Cheng weishi lun account has little in common with the tradition associated with Husserl and his heirs. The categories and modes of analysis in the Cheng weishi lun do not emerge from or aver to a systematic reflection on the nature of “lived experience” so much as they are focused on subliminal processes and metaphysical entities that belong to the domain of the noumenal. In my conclusion I suggest that the later pramāṇa tradition associated with Dignāga and Dharmakīrti—a tradition that profoundly influenced later Yogācāra exegesis in Tibet—did indeed take a “phenomenological turn.” But my comparison shows that both traditions falter when it comes to relating conceptual content to non-conceptual experience, and thus there is reason to be skeptical about claims that phenomenology is epistemologically grounded in how the world presents itself first-personally. (shrink)

Five symposia from the 25th annual Oberlin Colloquium in Philosophy focus on cognitive suicide, the explanatory role of content, Cartesian error and the objectivity of perception, social content and psychological content, and belief attribution and context.