Broadening access to both computational and educational resources is crit- ical to diffusing machine learning (ML) innovation. However, today, most ML resources and experts are siloed in a few countries and organizations. In this article, we describe our pedagogical approach to increasing access to applied ML through a massive open online course (MOOC) on Tiny Machine Learning (TinyML). We suggest that TinyML, applied ML on resource-constrained embedded devices, is an attractive means to widen access because TinyML leverages low-cost and globally (...) accessible hardware and encourages the development of complete, self-contained applications, from data collection to deployment. To this end, a collaboration between academia and industry produced a four part MOOC that provides application-oriented instruction on how to develop solutions using TinyML. The series is openly available on the edX MOOC platform, has no prerequisites beyond basic programming, and is designed for global learners from a variety of backgrounds. It introduces real-world applications, ML algorithms, data-set engineering, and the ethi- cal considerations of these technologies through hands-on programming and deployment of TinyML applications in both the cloud and on their own microcontrollers. To facili- tate continued learning, community building, and collaboration beyond the courses, we launched a standalone website, a forum, a chat, and an optional course-project com- petition. We also open-sourced the course materials, hoping they will inspire the next generation of ML practitioners and educators and further broaden access to cutting-edge ML technologies. (shrink)

On the basis of neuroiinaging studies, Posner & Raichle summarily report that the prefrontal cortex is involved in executive functioning and attention. In contrast to that superficial view, we briefly describe a testable model of the kinds of representations that are stored in prefrontal cortex, which, when activated, are expressed via plans, actions, thematic knowledge, and schemas.

Instead of endorsing an all-encompassing view about the influence of abstractions in predictive processing, I suggest that most deliberative thought including complex abstractions, agent actions, and/or perceived environmental sequences are stored in the human prefrontal cortex in the form of structured event complexes.

Rolls emphasizes the role of emotion in behavior. My commentary provides some balance to that position by arguing that stored social knowledge dominates our behavior and controls emotional states, thereby reducing emotions to a subservient role in behavior.

High temporal resolution event-related brain potential and electroencephalographic coherence studies of the neural substrate of short-term storage in working memory indicate that the sustained coactivation of both prefrontal cortex and the posterior cortical systems that participate in the initial perception and comprehension of the retained information are involved in its storage. These studies further show that short-term storage mechanisms involve an increase in neural synchrony between prefrontal cortex and posterior cortex and the enhanced activation of long-term memory representations of material (...) held in short-term memory. This activation begins during the encoding/comprehension phase and evidently is prolonged into the retention phase by attentional drive from prefrontal cortex control systems. A parsimonious interpretation of these findings is that the long-term memory systems associated with the posterior cortical processors provide the necessary representational basis for working memory, with the property of short-term memory decay being primarily due to the posterior system. In this view, there is no reason to posit specialized neural systems whose functions are limited to those of short-term storage buffers. Prefrontal cortex provides the attentional pointer system for maintaining activation in the appropriate posterior processing systems. Short-term memory capacity and phenomena such as displacement of information in short-term memory are determined by limitations on the number of pointers that can be sustained by the prefrontal control systems. Key Words: coherence; event-related potentials; imaging; long-term memory; memory; short-term memory; working memory. (shrink)

The goal of our target article is to establish that electrophysiological data constrain models of short-term memory retention operations to schemes in which activated long-term memory is its representational basis. The temporary stores correspond to neural circuits involved in the perception and subsequent processing of the relevant information, and do not involve specialized neural circuits dedicated to the temporary holding of information outside of those embedded in long-term memory. The commentaries ranged from general agreement with the view that short-term memory (...) stores correspond to activated long-term memory (e.g., Abry, Sato, Schwartz, Loevenbruck & Cathiard [Abry etal.], Cowan, Fuster, Grote, Hickok & Buchsbaum, Keenan, Hyönä & Kaakinen [Keenan et al.], Martin, Morra), to taking a definite exception to this view (e.g., Baddeley, Düzel, Logie & Della Sala, Kroger, Majerus, Van der Linden, Colette & Salmon [Majerus et al.], Vallar). (shrink)

A symbolic computer model, employing the perceptual strategy, is presented for solving Tower of Hanoi problems. The model is calibrated—in terms of the number of problems solved, time taken, and number of moves made—to the performance of 20 normal subjects. It is then “lesioned” by increasing the decay rate of elements in working memory to model the performance of 20 patients with lesions to the prefrontal cortex. The model captures both the main effects of subject groups (patients and normal controls) (...) performance, and the subject groups (patients and normal controls) by problem difficulty interactions. This leads us to support the working memory hypothesis of frontal lobe functions, but for a narrow range of problems. (shrink)

We respond to Farah (1994) by making some general remarks about information encapsulation and locality and asking how these are violated in her computational models. Our point is not that we disagree, but rather that Farah's treatment of the issues is not sufficiently rigorous to allow an evaluation of her claims.

Descartes says that the Meditations contains the foundations of his physics. But how does the work advance his geometrical view of the corporeal world? His argument for this view of matter is often taken to be concluded with the proof of the existence of bodies in the Sixth Meditation. This paper focuses on the work that follows the proof, where Descartes pursues the question of what we should think about qualities such as light, sound and pain, as well as the (...) size and shape of particular bodies. His inquiry makes crucial use of the notion of a teaching of nature originating from God, as contrasted with an apparent teaching of nature originating from habit. I attempt to reconstruct Descartes's use of these notions in order to clarify the way in which he makes space for his geometrical conception of the corporeal world. (shrink)

Two paradigms have guided emotion research over the past decades. The dual-system view embraces the long-held Western belief, espoused most prominently by decision-making and social cognition researchers, that emotion and reason are often at odds. The integrative view, which asserts that emotion and cognition work synergistically, has been less explored experimentally. However, the integrative view (a) may help explain several findings that are not easily accounted for by the dual-system approach, and (b) is better supported by a growing body of (...) evidence from human neuroanatomy that has often been overlooked by experimental neuroscience. (shrink)

In this incisive study Sarah Broadie gives an argued account of the main topics of Aristotle's ethics: eudaimonia, virtue, voluntary agency, practical reason, akrasia, pleasure, and the ethical status of theoria. She explores the sense of "eudaimonia," probes Aristotle's division of the soul and its virtues, and traces the ambiguities in "voluntary." Fresh light is shed on his comparison of practical wisdom with other kinds of knowledge, and a realistic account is developed of Aristototelian deliberation. The concept of pleasure (...) as value-judgment is expounded, and the problem of akrasia is argued to be less of a problem to Aristotle than to his modern interpreters. Showing that the theoretic ideal of Nicomachean Ethics X is in step with the earlier emphasis on practice, as well as with the doctrine of the Eudemian Ethics, this work makes a major contribution towards the understanding of Aristotle's ethics. (shrink)

1. False information takes many shapes. While misinformation has long been a feature of conveying the human experience to others, the rise of the internet and social media has created conditions in...

Many of those teaching at the intersection of medicine and the humanities are siloed within institutional spaces. This essay recounts the teaching of Sarah Manguso’s The Two Kinds of Decay to students across different academic contexts and considers what we can learn when we put classrooms in conversation with each other. This essay argues for the value of texts like Manguso’s, which explicitly hold the narrating subject and form of illness narrative up for critical examination. The authors call for (...) more collaborative teaching, which has special resonance in the health humanities, where conversations already depend on bridging disciplines and listening to the stories others can tell. (shrink)

How fragile is our knowledge of morality, compared to other kinds of knowledge? Does knowledge of the difference between right and wrong fundamentally differ from knowledge of other kinds? Sarah McGrath offers new answers to these questions as she explores the possibilities, sources and characteristic vulnerabilities of moral knowledge.

Since Mill's seminal work On Liberty, philosophers and political theorists have accepted that we should respect the decisions of individual agents when those decisions affect no one other than themselves. Indeed, to respect autonomy is often understood to be the chief way to bear witness to the intrinsic value of persons. In this book, Sarah Conly rejects the idea of autonomy as inviolable. Drawing on sources from behavioural economics and social psychology, she argues that we are so often irrational (...) in making our decisions that our autonomous choices often undercut the achievement of our own goals. Thus in many cases it would advance our goals more effectively if government were to prevent us from acting in accordance with our decisions. Her argument challenges widely held views of moral agency, democratic values and the public/private distinction, and will interest readers in ethics, political philosophy, political theory and philosophy of law. (shrink)

Aesthetic disgust is a key component of most classic works of drama because it has much more potential than to simply shock the audience. This first extensive study on dramatic disgust places this sensation among pity and fear as one of the core emotions that can achieve _katharsis _in drama. The book sets out in antiquity and traces the history of dramatic disgust through Kant, Freud, and Kristeva to Sarah Kane's _in-yer-face _theatre. It establishes a framework to analyze forms (...) and functions of disgust in drama by investigating its different cognates (_miasma_, _abjection_, etc.). Providing a concise argument against critics who have discredited aesthetic disgust as juvenile attention-grabbing, Sarah J. Ablett explains how this repulsive emotion allows theatre to dig deeper into what it means to be human. (shrink)

Moral judgment is a complex cognitive process that partly depends upon social and individual cultural values. There have been various efforts to categorize different aspects of moral judgment, but most studies depend upon rare dilemmas. We recruited 25 subjects from Tehran, Iran, to rate 150 everyday moral scenarios developed by Knutson et al. Using exploratory factor analysis (EFA), we observed that the same moral dimensions (except socialness dimension) were driven by the same moral cognitive factors (norm violation, intention, and social (...) affect) in Iranian vs. American studies. However, there were minor differences in the factor loadings between the two cultures. Furthermore, based on the EFA results, we developed a short form of the questionnaire by removing eleven of the fifteen scenarios from each of the ten categories. These results could be used in further studies to better understand the similarities and differences in moral judgment in everyday interactions across different cultures. (shrink)

"One of the most careful and intensive among the introductory texts that can be used with a wide range of students. It builds remarkably sophisticated technical skills, a good sense of the nature of a formal system, and a solid and extensive background for more advanced work in logic.... The emphasis throughout is on natural deduction derivations, and the text's deductive systems are its greatest strength. Lemmon's unusual procedure of presenting derivations before truth tables is very effective." --Sarah Stebbins, (...) The Journal of Symbolic Logic. (shrink)

This paper examines human planning abilities, using as its inspiration planning techniques developed in artificial intelligence. AI research has shown that in certain problems partial‐order planners, which manipulate partial plans while not committing to a particular ordering of those partial plans, are more efficient than total‐order planners, which represent all partial plans as totally ordered. This research asks whether total‐order planning and/or partial‐order planning are accurate descriptions of human planning, and if different populations use different planning techniques. Using a simple (...) planning task modeled after tasks designed in artificial intelligence we tested 7–8 year‐old children, 11–13 year‐old children, adult controls, and adults with damage to the prefrontal cortex. We found that adults and older children exhibited performance on planning tasks of varying complexity which matched that of artificial partial‐order planners, and that this pattern of performance did not vary with multiple presentations of the planning task. In contrast, young children and adults with damage to the prefrontal cortex exhibited performance matching that of artificial total‐order planners. This pattern of performance did vary, however, with multiple presentations of the planning task, with the young children and adults with cortical damage displaying aspects of total‐order planning. In a further study we found that adolescents who had sustained damage to the prefrontal cortex as children displayed two different patterns of performance; when measures of reaction time were analyzed they revealed a pattern of performance suggestive of partial‐order plan representations. However, analyses of the adolescents' protocols revealed a pattern of performance suggestive of total‐order plan representations. The significance of these results to psychology, neuroscience, and artificial intelligence are discussed. (shrink)

Parkinson's disease patients receiving dopaminergic treatment may experience bursts of creativity. Although this phenomenon is sometimes recognized among patients and their clinicians, the association between dopamine replacement therapy in PD patients and creativity remains underexplored. It is unclear, for instance, whether DRT affects creativity through convergent or divergent thinking, idea generation, or a general lack of inhibition. It is also unclear whether DRT only augments pre-existing creative attributes or generates creativity de novo. Here, we tested a group of PD patients (...) when “on” and “off” dopaminergic treatment on a series of tests of creative problem-solving, and related their performance to a group of matched healthy controls as well as to their pre-PD creative skills and measures of inhibition/impulsivity. Results did not provide strong evidence that DRT improved creative thinking in PD patients. Rather, PD patients “on” medication showed less flexibility in divergent thinking, generated fewer ideas via insight, and showed worse performance in convergent thinking overall than healthy controls. Pre-PD creative skills predicted enhanced flexibility and fluency in divergent thinking when PD patients were “on” medication. However, results on convergent thinking were mixed. Finally, PD patients who exhibited deficits in a measure of inhibitory control showed weaker convergent thinking while “on” medication, supporting previous evidence on the importance of inhibitory control in creative problem-solving. Altogether, results do not support the hypothesis that DRT promotes creative thinking in PD. We speculate that bursts of artistic production in PD are perhaps conflated with creativity due to lay conceptions of creativity. (shrink)

Sarah Hutton presents a rich historical study of one of the most fertile periods in philosophy. It was in the seventeenth century that Britain first produced philosophers of international stature. Bacon, Hobbes, and Locke, and many other thinkers are shown in their intellectual, social, political, and religious context.

A compelling argument for the morality of limitations on procreation in lessening the harmful environmental effects of unchecked populationWe live in a world where a burgeoning global population has started to have a major and destructive environmental impact. The results, including climate change and the struggle for limited resources, appear to be inevitable aspects of a difficult future. Mandatory population control might be a possible last resort to combat this problem, but is also a potentially immoral and undesirable violation of (...) human rights. Since so many view procreation as an essential component of the right to personal happiness and autonomy, the dominant view remains that the government does not have the right to impose these restrictions on its own citizens, for the sake of future people who have yet to exist.Sarah Conly is first to make the contentious argument that not only is it wrong to have more than one child in the face of such concerns, we do not even retain the right to do so. In One Child, Conly argues that autonomy and personal rights are not unlimited, especially if one's body may cause harm to anyone, and that the government has a moral obligation to protect both current and future citizens. Conly gives readers a thought-provoking and accessible exposure to the problem of population growth and develops a credible view of what our moral obligations really are, to generations present and future. (shrink)

Generic generalizations such as ‘mosquitoes carry the West Nile virus’ or ‘sharks attack bathers’ are often accepted by speakers despite the fact that very few members of the kinds in question have the predicated property. Previous work suggests that such low-prevalence generalizations may be accepted when the properties in question are dangerous, harmful, or appalling. This paper argues that the study of such generic generalizations sheds light on a particular class of prejudiced social beliefs, and points to new ways in (...) which those beliefs might be undermined and combatted. (shrink)

Ten years after the Human Genome Project’s completion the life sciences stand in a moment of uncertainty, transition, and contestation. The postgenomic era has seen rapid shifts in research methodology, funding, scientific labor, and disciplinary structures. Postgenomics is transforming our understanding of disease and health, our environment, and the categories of race, class, and gender. At the same time, the gene retains its centrality and power in biological and popular discourse. The contributors to Postgenomics analyze these ruptures and continuities and (...) place them in historical, social, and political context. Postgenomics, they argue, forces a rethinking of the genome itself, and opens new territory for conversations between the social sciences, humanities, and life sciences. Contributors. Russ Altman, Rachel A. Ankeny, Catherine Bliss, John Dupré, Michael Fortun, Evelyn Fox Keller, Sabina Leonelli, Adrian Mackenzie, Margot Moinester, Aaron Panofsky, Sarah S. Richardson, Sara Shostak, Hallam Stevens. (shrink)

Plato's Timaeus is one of the most influential and challenging works of ancient philosophy to have come down to us. Sarah Broadie's rich and compelling study proposes new interpretations of major elements of the Timaeus, including the separate Demiurge, the cosmic 'beginning', the 'second mixing', the Receptacle and the Atlantis story. Broadie shows how Plato deploys the mythic themes of the Timaeus to convey fundamental philosophical insights and examines the profoundly differing methods of interpretation which have been brought to (...) bear on the work. Her book is for everyone interested in Ancient Greek philosophy, cosmology and mythology, whether classicists, philosophers, historians of ideas or historians of science. It offers new findings to scholars familiar with the material, but it is also a clear and reliable resource for anyone coming to it for the first time. (shrink)

(Sarah Broadie's) line-by-line notes are invariably informative and helpful, as well (as) thought-provoking.' John M. Cooper, Stuart Professor of Philosophy, Princeton UniversityIn a new English translation by Christopher Rowe, this great classic of moral philosophy is accompanied here by an extended introduction and detailed lin-by-line commentary by Sarah Broadie. Assuming no knowledge of Greek, her scholarly and instructive approach will prove invaluable for students reading the text for the first time. This thorough treatment of Aristotle's text will be (...) an indispensable resource for students, teachers, and scholars alike. (shrink)

In a new English translation by Christopher Rowe, this great classic of moral philosophy is accompanied here by an extended introduction and detailed lin-by-line commentary by Sarah Broadie. Assuming no knowledge of Greek, her scholarly and instructive approach will prove invaluable for students reading the text for the first time. This thorough treatment of Aristotle's text will be an indispensable resource for students, teachers, and scholars alike.