Whether there is a general moral obligation to obey the law, often referred to as ‘political obligation’, is an enduring question in contemporary legal and political philosophy. Theories are continually being formulated, criticized, and reformulated as theorists attempt to settle this issue. However, there yet remains no general consensus as to whether any theory successfully answers this question in either the affirmative or the negative. I propose the legal doctrine of quasi-contract as a candidate for making sense of this persistent (...) issue. While the duty to reciprocate and the principle of reasonable expectations each falls short when independently advanced as a theory of political obligation, quasi-contract, which combines reciprocity, reasonable expectations, and additional moral considerations, is able to establish a satisfactory account of political obligation. (shrink)

Landmarks play a crucial role in bootstrapping both spatial and temporal cognition. Given the similarity in the underlying demands of representing spatial and temporal relations, we ask here whether animals can be trained to reason about temporal relations by providing them with temporal landmark cues, proposing a line of future research complementary to those suggested by the authors.

Psychotherapy is provided by professionals, trained, supervised and certified by other professionals, all the way back to Freud and similar founding fathers. Even though methods and styles vary, pa...

We introduce a set of biologically and computationally motivated design choices for modeling the learning of language, or of other types of sequential, hierarchically structured experience and behavior, and describe an implemented system that conforms to these choices and is capable of unsupervised learning from raw natural‐language corpora. Given a stream of linguistic input, our model incrementally learns a grammar that captures its statistical patterns, which can then be used to parse or generate new data. The grammar constructed in this (...) manner takes the form of a directed weighted graph, whose nodes are recursively (hierarchically) defined patterns over the elements of the input stream. We evaluated the model in seventeen experiments, grouped into five studies, which examined, respectively, (a) the generative ability of grammar learned from a corpus of natural language, (b) the characteristics of the learned representation, (c) sequence segmentation and chunking, (d) artificial grammar learning, and (e) certain types of structure dependence. The model's performance largely vindicates our design choices, suggesting that progress in modeling language acquisition can be made on a broad front—ranging from issues of generativity to the replication of human experimental findings—by bringing biological and computational considerations, as well as lessons from prior efforts, to bear on the modeling approach. (shrink)

This article focuses on the pendulum-like change in the way people read and use text, which was triggered by the introduction of new reading and writing technologies in human history. The paper argues that textual features, which characterized the ancient pre-print writing culture, disappeared with the establishment of the modern-day print culture and has been “revived” in the digital post-modern era. This claim is based on the analysis of four cases which demonstrate this textual-pendulum swing: (1) The swing from concrete (...) iconic-graphic representation of letters and words in the ancient alphabet to abstract phonetic representation of text in modern eras, and from written abstract computer commands “back” to the concrete iconic representation in graphic user interfaces of the digital era; (2) The swing from scroll reading in the pre-print era to page or book reading in the print era and “back” to scroll reading in the digital era; (3) The swing from a low level of authorship in the pre-print era to a strong authorship perception in the print era, and “back” to a low degree of authorship in the digital era; (4) The swing from synchronic representation of text in both visual and audio formats during the pre-print era to a visual representation only in print, and “back” to a synchronic representation in many environments of the digital era. We suggest that the print culture, which is usually considered the natural and preferred textual environment, should be regarded as the exception. (shrink)

We introduce a set of biologically and computationally motivated design choices for modeling the learning of language, or of other types of sequential, hierarchically structured experience and behavior, and describe an implemented system that conforms to these choices and is capable of unsupervised learning from raw natural-language corpora. Given a stream of linguistic input, our model incrementally learns a grammar that captures its statistical patterns, which can then be used to parse or generate new data. The grammar constructed in this (...) manner takes the form of a directed weighted graph, whose nodes are recursively (hierarchically) defined patterns over the elements of the input stream. We evaluated the model in seventeen experiments, grouped into five studies, which examined, respectively, (a) the generative ability of grammar learned from a corpus of natural language, (b) the characteristics of the learned representation, (c) sequence segmentation and chunking, (d) artificial grammar learning, and (e) certain types of structure dependence. The model's performance largely vindicates our design choices, suggesting that progress in modeling language acquisition can be made on a broad front—ranging from issues of generativity to the replication of human experimental findings—by bringing biological and computational considerations, as well as lessons from prior efforts, to bear on the modeling approach. (shrink)

While contemplative practices have emerged from wisdom-traditions, the rhetoric surrounding their justification in contemporary public educational settings has been substantially undergirded by the scientific evidence-based approach. This article finds the practice and construct of ‘attention’ to be the bridge between this peculiar encounter of science and wisdom traditions, and a vantage point from which we can re-examine the scope and practice of ‘education’. The article develops an educational typology based on ‘attention’ as a curricular deliberation point. Every pedagogical act rides (...) over a meta-pedagogical injunction of where to attend to find that which society deems worthwhile. The deep curricular teachings thus begin in the question where knowledge of most worth exists and precede content. It is at this hidden level in which our spatial-temporal disposition towards life-meaning can be shaped. Following this typology, the article will suggest that beyond what may be critiqued as instrumental mindfulness-based curricular ‘interventions’ that cater to an economic educational narrative, lurks the trajectory of a contemplative educational turn that may be outwitting over-instrumentalisation through wisdom-traditions. (shrink)

ABSTRACT:Deliberative democratic theory, commonly used to explore questions of “political” corporate social responsibility, has become prominent in the literature. This theory has been challenged previously for being overly sanguine about firm profit imperatives, but left unexamined is whether corporate contexts are appropriate contexts for deliberative theory in the first place. We explore this question using the case of Starbucks’ “Race Together” campaign to show that significant challenges exist to corporate deliberation, even in cases featuring genuinely committed firms. We return to (...) the underlying social theory to show that this is not an isolated case: for-profit firms are predictably hostile contexts for deliberation, and significant normative and strategic problems can be expected should deliberative theory be imported uncritically to corporate contexts. We close with recent advances in deliberative democratic theory that might help update the PCSR project, and accommodate the application of deliberation to the corporate context, albeit with significant alterations. (shrink)

Derek Parfit’s early work on the metaphysics of persons has had a vast influence on Western philosophical debates about the nature of personal identity and moral theory. Within the study of Buddhism, it also has sparked a continuous comparative discourse, which seeks to explicate Buddhist philosophical principles in light of Parfit’s conceptual framework. Examining important Parfitian-inspired studies of Buddhist philosophy, this article points out various ways in which a Parfitian lens shaped, often implicitly, contemporary understandings of the anātman doctrine and (...) its relation to Buddhist ethics. I discuss in particular three dominant elements appropriated by Parfitian-inspired scholarship: Parfit’s theoretical categories; philosophical problems raised by his reductionist theory of persons; and Parfit’s argumentative style. I argue that the three elements used in this scholarship constitute different facets of one methodological approach to cross-cultural philosophy, which relies on Western terminology and conceptual schemes to establish a conversation with non-Western philosophy. I suggest that while this methodology is fruitful in many ways, philosophy as a cosmopolitan space may benefit significantly from approaching Buddhist philosophy using its own categories and terminology. (shrink)

People reject ‘paradoxical’ inferences, such as: Luisa didn't play music; therefore, if Luisa played soccer, then she didn't play music. For some theorists, they are invalid for everyday conditionals, but valid in logic. The theory of mental models implies that they are valid, but unacceptable because the conclusion refers to a possibility inconsistent with the premise. Hence, individuals should accept them if the conclusions refer only to possibilities consistent with the premises: Luisa didn't play soccer; therefore, if Luisa played a (...) game then she didn't play soccer. Two experiments corroborated this prediction for three sorts of ‘paradox’, including a disjunctive paradox. (shrink)

Journal of Philosophy of Education, EarlyView.

A famous portrait of Erasmus by Hans Holbein depicts the scholar with his hands resting on a volume identified as his ‘Herculean Labours’. Erasmus associated this adage with the effort expended and ingratitude encountered by the philologist, and made it central to his self-presentation. In this article, its origins are traced to Erasmus’s encounter with Aldus Manutius, the venetian printer-humanist who published his Adagia in 1508. The impact of Aldus on Erasmus is shown to be significant, affecting his entire ideology (...) of humanism, including its relationship to print and its religious purpose. This article challenges distinctions between the Italian and the Northern Renaissance that are unhelpful for understanding Erasmus’s development. In light of its findings, it also proposes a new interpretation of Holbein’s painting. (shrink)

In this paper, I argue against the interpretive view that locates an “undifferentiated mode” – a mode in which Dasein is neither authentic nor inauthentic – in Being and Time. Where Heidegger seems to be claiming that Dasein can exist in an “undifferentiated mode”, he is better understood as discussing a phenomenon I call indifferent inauthenticity. The average everyday “Indifferenz” which is often taken as an indication of an “undifferentiated mode”, that is, is better understood as a failure to distinguish (...) between the possibilities of authentic and inauthentic self-understanding. Dasein's average everyday self-understanding is indifferent to this distinction, and I show that this is precisely what renders it inauthentic. Recognizing this distinction, however, is not enough to render Dasein authentic. Rather, it opens up the possibility of a non-indifferent inauthenticity and what Heidegger calls the possibility of “genuine failure”. To read an “undifferentiated mode” into Being and Time is to misunderstand its methodological progression from Dasein's average everyday, inauthentic self-understanding to its authenticity – “to the thing itself”. A select few passages may at first seem to indicate otherwise. However, Being and Time – like both being in general and Dasein itself – cannot be properly understood “without further ado”.\. (shrink)

This article explores the relationship between the bodily presence of other humans in the lived urban world and the experience of everyday architecture. We suggest, from the perspectives of phenomenology and architecture, that being in the company of others changes the way the built environment appears to subjects, and that this enables us to perform simple daily tasks while still attending to the built environment. Our analysis shows that in mundane urban settings attending to the environment involves a unique attentional (...) mode, which does not rely on concentrating on, or appreciating the architectural objects, but rather on social attention and on the subject’s kinesthesis in relation to the built environment. (shrink)

The mental prosthesis model (Silvers and Francis 2009) suggests that interpersonal “prosthetic” thinking could support decision making for people with limited cognitive capacities, and positions th...

Decades of research conducted in Western, Educated, Industrialized, Rich, & Democratic (WEIRD) societies have led many scholars to conclude that the use of mental states in moral judgment is a human cognitive universal, perhaps an adaptive strategy for selecting optimal social partners from a large pool of candidates. However, recent work from a more diverse array of societies suggests there may be important variation in how much people rely on mental states, with people in some societies judging accidental harms just (...) as harshly as intentional ones. To explain this variation, we develop and test a novel cultural evolutionary theory proposing that the intensity of kin-based institutions will favor less attention to mental states when judging moral violations. First, to better illuminate the historical distribution of the use of intentions in moral judgment, we code and analyze anthropological observations from the Human Area Relations Files. This analysis shows that notions of strict liability—wherein the role for mental states is reduced—were common across diverse societies around the globe. Then, by expanding an existing vignette-based experimental dataset containing observations from 321 people in a diverse sample of 10 societies, we show that the intensity of a society's kin-based institutions can explain a substantial portion of the population-level variation in people's reliance on intentions in three different kinds of moral judgments. Together, these lines of evidence suggest that people's use of mental states has coevolved culturally to fit their local kin-based institutions. We suggest that although reliance on mental states has likely been a feature of moral judgment in human communities over historical and evolutionary time, the relational fluidity and weak kin ties of today's WEIRD societies position these populations' psychology at the extreme end of the global and historical spectrum. (shrink)

In everyday life, we constantly encounter and deal with useful things without pausing to inquire about the sources of their intelligibility. In Div. I of Being and Time, Heidegger undertakes just such an inquiry. According to a common reading of Heidegger's analysis, the intelligibility of our everyday encounters and dealings with useful things is ultimately constituted by practical self-understandings. In this paper, I argue that while such practical self-understandings may be sufficient to constitute the intelligibility of the tools and equipment (...) specific to many practices, these “tools of the trade” are only a small portion of the things we encounter, use, and deal with on a daily basis. Practical self-understandings cannot similarly account for the intelligibility of the more mundane things—like toothbrushes and sidewalks—used in everyday life. I consider whether an anonymous self-understanding as “one,” “anyone,” or “no one in particular” —das Man—might play this intelligibility-constituting role. In examining this possibility, another type of self-understanding comes to light: cultural identities. I show that the cultural identities into which we are “thrown,” rather than practical identities or das Man, constitute the intelligibility of the abundance of mundane things that fill our everyday lives. Finally, I spell out how this finding bears on our understanding of Heidegger's notion of authenticity. (shrink)

Is Buddhism’s attitude towards accepted forms of knowledge sceptical? Are Pyrrhonian scepticism and classical Buddhist scholasticism related in their respective applications and expressions of doubt? In what way and to what degree is Critical Buddhism an offshoot of modern scepticism? Questions such as these as well as related issues are explored in the present collection, which brings together examinations of systematic doubt in the traditions of Buddhism from a variety of perspectives. What results from the perceptive observations and profound analytical (...) insights of the seven essays is a rich and multi-faceted picture of two families of philosophical systems—scepticism and Buddhism—that seem both akin and at odds, both related and distant at the same time. (shrink)

Being in the bodily presence of others facilitates important perceptual, social, and informational advantages. For example, it enables direct access to other subjects’ embodied perspectives, motivates intersubjective engagements, and is involved in the construction of shared experiences and joint actions. These advantages are based on and gained through attending to and with others, i.e. they rely on social attention. It is no surprise, therefore, that a growing body of empirical data indicates that social attention is a special attentional state that (...) involves specific behavioral and neural-cognitive properties. Another important feature of the human capacity for social attention, which is highlighted in this article is that in everyday environments social attention considerably extends and enriches the subject’s attentional field. This idea draws on phenomenological considerations and on findings from cognitive science research that suggest that subjects can attend to more than in the center of their attention and that under normal conditions we can gain more features and more situations when attending to the movements, gestures, and facial expressions of others. The influence of others on the structure of our attentional field is evident from situations where others are absent from our daily surroundings. In these circumstances our attentional field narrows and the world transforms into an unfamiliar and sometimes uncanny place. Intriguingly, the same most likely occurs in social pathologies such as BPD and SAD, in which the bodily presence of others does not generate the emotional response we see in healthy humans even though the subject’s basic capacity for social attention is intact. (shrink)

People experience various negative emotions in their everyday lives. They feel anger toward aggressive drivers, shame for making a mistake at work, and guilt for hurting another person. When these...

Name der Zeitschrift: Naharaim Jahrgang: 10 Heft: 2 Seiten: 175-194.

Heidegger's primary concern in Being and Time is the question of the meaning of being—a distinctly ontological concern. Yet, with discussions of death, guilt, conscience, anxiety, uncanniness, authenticity, and inauthenticity, Heidegger seems to end up in existential territory. The ontological import of these existential excursions is difficult to discern—indeed, it has not been identified in leading interpretations. In this paper, I aim to highlight the ontological import of Heidegger's analysis of anxiety—it manifests the inadequacy of Dasein's fallen and inauthentic self-understanding, (...) which is motivated by the inadequacy of Dasein's fallen and inauthentic, average understanding of being. In making this case, I will clarify the sense in which anxiety involves an experience of world-collapse and show how it functions to reveal the possibilities of authenticity and inauthenticity. (shrink)

This is the first modern, annotated and scholarly edition of Jean-Baptiste Du Bos’ _Critical Reflections on Poetry and Painting_, one of the seminal works of modern aesthetics in any language.

Philosophy’s essence depicted by Socrates lies in its role as pedagogy for living, yet its traditional treatment of ‘body’ as a hindrance to ‘knowledge’ in fact severs it from life, transforming it into ‘an escape from life’.The philosophy/life dichotomy is thus an inherent flaw preventing philosophy as traditionally taught and engaged in, from fulfilling its original goal. Recent rejections of the Cartesian nature of Western curriculum, such as O’Loughlin’s ‘Embodiment and Education: Exploring creatural existence’, constitute an important theoretical paradigm shift, (...) yet still fail to translate to substantial pedagogies which explore the ‘body’ and its relation to ‘mind’ directly. This article suggests a reorientation of philosophy teaching from its present disembodied pedagogy, towards an embodied-lived-philosophicalpractice. By the description and exemplification of modern postural yoga I will depict the twofold role of the ‘body’ in philosophy teaching: 1) The ‘body’ as pedagogical vehicle serving the emergence of philosophical discourse, and 2) The body as yielding livingness to mean embodied-lived-philosophy as opposed to disembodied-lofty-philosophical escape from life. It will thus be suggested that yoga be incorporated as an integral part of philosophy teaching reclaiming its educational ethos. (shrink)

For A. J. Ayer, the occurrence of delusions confutes the notion that we perceive the world directly. He argues instead that perceptions are caused by immaterial “sense data” which somehow represent the properties of material things to us in our experiences. J. L. Austin systematically rejects Ayer’s claims, arguing that the occurrence of delusions does not preclude the possibility of direct perception, and that, indeed, our normal perception is direct. I challenge both philosophers’ ideas by examining how they deal with (...) the phenomenon of colour. (shrink)

Gender dysphoria is a clinically significant incongruence between expressed gender and assigned gender, with rapidly growing prevalence among children. The UK High Court recently conducted a judicial review regarding the service provision at a youth-focussed gender identity clinic in Tavistock. The high court adjudged it ‘highly unlikely’ that under-13s, and ‘doubtful’ that 14–15 years old, can be competent to consent to puberty blocker therapy for GD. They based their reasoning on the limited evidence regarding efficacy, the likelihood of progressing to (...) cross-sex hormone therapy and the ‘life-changing consequences’ of puberty blockers. In this article, I offer two concurrent arguments to dispute their reasoning. First, I argue that minors can be competent to consent to puberty blockers for GD, because the decision to undergo puberty blocker therapy is no more complex or far-reaching than other medical decisions that we accept a child should be able to make. Second, I argue that—irrespective of competence—such legal restriction for all children fundamentally contradicts the central ethical tenet of child healthcare: best interests. For these two reasons, the high court should not restrict access to puberty blockers for competent GD children. (shrink)

Paul Sheehy has argued that the modal realist cannot satisfactorily allow for the necessity of God’s existence. In this short paper I show that she can, and that Sheehy only sees a problem because he has failed to appreciate all the resources available to the modal realist. God may be an abstract existent outside spacetime or He may not be: but either way, there is no problem for the modal realist to admit that He exists at every concrete possible world.

Uchiyama et al. emphasize that culture evolves directionally and differentially as a function of selective pressures in different populations. Extending these principles to the level of families, lineages, and individuals exposes additional challenges to estimating heritability. Cultural traits expressed differentially as a function of the genetics whose influence they mask or unmask render inseparable the influences of culture and genetics.

In De Anima 2.4, Aristotle claims that nutritive soul encompasses two distinct biological functions: nutrition and reproduction. We challenge a pervasive interpretation which posits ‘nutrients’ as the correlative object of the nutritive capacity. Instead, the shared object of nutrition and reproduction is that which is nourished and reproduced: the ensouled body, qua ensouled. Both functions aim at preserving this object, and thus at preserving the form, life, and being of the individual organism. In each case, we show how Aristotle’s detailed (...) biological analysis supports this ontological argument. (shrink)

In 1869, Johann Friedrich Miescher discovered a new substance in the nucleus of living cells. The substance, which he called nuclein, is now known as DNA, yet both Miescher’s name and his theoretical ideas about nuclein are all but forgotten. This paper traces the trajectory of Miescher’s reception in the historiography of genetics. To his critics, Miescher was a “contaminator,” whose preparations were impure. Modern historians portrayed him as a “confuser,” whose misunderstandings delayed the development of molecular biology. Each of (...) these portrayals reflects the disciplinary context in which Miescher’s work was evaluated. Using archival sources to unearth Miescher’s unpublished speculations—including an analogy between the hereditary material and language, and a speculation that a series of asymmetric carbon atoms could account for hereditary variation—this paper clarifies the ways in which the past was judged through the lens of contemporary concerns. It also shows how organization, structure, function, and information were already being considered when nuclein was first discovered nearly 150 years ago. (shrink)

Is there a distinctively epistemic kind of blame? It has become commonplace for epistemologists to talk about epistemic blame, and to rely on this notion for theoretical purposes. But not everyone is convinced. Some of the most compelling reasons for skepticism about epistemic blame focus on disanologies, or asymmetries, between the moral and epistemic domains. In this paper, I defend the idea that there is a distinctively epistemic kind of blame. I do so primarily by developing an account of the (...) nature of epistemic blame. My account draws on a prominent line of theorizing in moral philosophy that ties blame to our relationships with one another. I argue that with my account of epistemic blame on hand, the most compelling worries about epistemic blame can be deflated. There is a distinctively epistemic kind of blame. (shrink)

The Abhidharmakośabhāṣya (Treasury of Metaphysics with Self-Commentary) is a pivotal treatise on early Buddhist thought composed around the fourth or fifth century by the Indian Buddhist philosopher Vasubandhu. This work elucidates the Buddha’s teachings as synthesized and interpreted by the early Buddhist Sarvāstivāda school (“the theory that all [factors] exist”), while recording the major doctrinal polemics that developed around them, primarily those points of contention with the Sautrāntika system of thought (“followers of the scriptures”). Employing the methodology and terminology of (...) the Buddhist Abhidharma system, the Abhidharmakośabhāṣya offers a detailed analysis of fundamental doctrines, such as early Buddhist theories of mind, cosmology, the workings of karman, meditative states and practices, and the metaphysics of the self. One of its unique features is the way it presents the opinions of a variety of Buddhist and Brahminical schools that were active in classical India in Vasubandhu’s time. The work contains nine chapters (the last of which is considered to have been appended to the first eight), which proceed from a description of the unawakened world via the path and practices that are conducive to awakening and ultimately to the final spiritual attainments which constitute the state of awakening. In its analysis of the unawakened situation, it thus covers the elements which make up the material and mental world of sentient beings, the wholesome and unwholesome mental states that arise in their minds, the structure of the cosmos, the metaphysics of action (karman) and the way it comes into being, and the nature of dispositional attitudes and dormant mental afflictions. In its treatment of the path and practices that lead to awakening, the treatise outlines the Sarvāstivāda understanding of the methods of removing defilements through the realization of the four noble truths and the stages of spiritual cultivation. With respect to the awakened state, the Abhidharmakośabhāṣya gives a detailed description of the different types of knowledge and meditational states attained by practitioners who reach the highest stages of the path. (shrink)

This article explores the links between habit, fashion and subjectification to extend analysis of the clothed body beyond the semiotic frames that have tended to dominate discussions of fashion across the social sciences and humanities. Our goal is to explain how fashion’s diverse materialities participate in the modulations of subjectivity, affecting bodies in diverse encounters between matter, signs and practices. We develop our analysis by way of Gilles Deleuze’s discussion of encounters, habit and memory. Our principal contention is that fashion (...) may usefully be theorised in terms of specific habits of coordination by which affects, memories, sensations and desires are transmitted between bodies in varied spatial, temporal, material and affective encounters. Following the work of John Protevi, we argue that such coordination expresses a distinctive mode of subjectification according to the specific encounters immanent to it. We ground this discussion in detailed analysis of the work of Melbourne artist Fiona Abicare. Abicare’s installation and performance-based practice invokes the affective and habitual aspects of fashion as each is instantiated in encounters between bodies. Abicare’s attention to the habits and memories of the clothed body alludes to the varied practices of subjectification by which diverse subjects of fashion emerge. (shrink)

It is clear throughout Cognitive Gadgets Heyes believes the development of cognitive capacities results from the interaction of genes and experience. However, she opposes cognitive instincts theorists to her own view that uniquely human capacities are cognitive gadgets. Instinct theorists believe that cognitive capacities are substantially produced by selection, with the environment playing a triggering role. Heyes’s position is that humans have similar general learning capacities to those present across taxa, and that sophisticated human cognition is substantially created by our (...) socioculturally transmitted environment. It is a core strategy of Heyes to provide evidence of learning altering a cognitive capacity to conclude that a capacity is a cognitive gadget and not an instinct. We draw on recent work on the evolution of learning preparedness to examine the adequacy of this strategy. In particular, we analyse experimental evolution work showing how selection affects cognition within the laboratory. First, this work reveals that change due to learning can still be retained under genetic assimilation. This suggests that domain-specific adaptation can coexist with learning, moderate nativism, an option missed by the instinct versus gadget distinction. Second, we describe the conditions that select for increased preparedness in learning: certainty, reliability, and particular costs. We consider how these conditions can be used when conducting evolutionary reasoning about cognition, applying them to the important capacity for imitation. We find that the conditions lend theoretical support to moderate nativism about the capacity to imitate, which is supported by psychological evidence. (shrink)

Deep learning is currently the most prominent and widely successful method in artificial intelligence. Despite having played an active role in earlier artificial intelligence and neural network research, philosophers have been largely silent on this technology so far. This is remarkable, given that deep learning neural networks have blown past predicted upper limits on artificial intelligence performance—recognizing complex objects in natural photographs and defeating world champions in strategy games as complex as Go and chess—yet there remains no universally accepted explanation (...) as to why they work so well. This article provides an introduction to these networks as well as an opinionated guidebook on the philosophical significance of their structure and achievements. It argues that deep learning neural networks differ importantly in their structure and mathematical properties from the shallower neural networks that were the subject of so much philosophical reflection in the 1980s and 1990s. The article then explores several different explanations for their success and ends by proposing three areas of inquiry that would benefit from future engagement by philosophers of mind and science. (shrink)

In artificial intelligence, recent research has demonstrated the remarkable potential of Deep Convolutional Neural Networks (DCNNs), which seem to exceed state-of-the-art performance in new domains weekly, especially on the sorts of very difficult perceptual discrimination tasks that skeptics thought would remain beyond the reach of artificial intelligence. However, it has proven difficult to explain why DCNNs perform so well. In philosophy of mind, empiricists have long suggested that complex cognition is based on information derived from sensory experience, often appealing to (...) a faculty of abstraction. Rationalists have frequently complained, however, that empiricists never adequately explained how this faculty of abstraction actually works. In this paper, I tie these two questions together, to the mutual benefit of both disciplines. I argue that the architectural features that distinguish DCNNs from earlier neural networks allow them to implement a form of hierarchical processing that I call “transformational abstraction”. Transformational abstraction iteratively converts sensory-based representations of category exemplars into new formats that are increasingly tolerant to “nuisance variation” in input. Reflecting upon the way that DCNNs leverage a combination of linear and non-linear processing to efficiently accomplish this feat allows us to understand how the brain is capable of bi-directional travel between exemplars and abstractions, addressing longstanding problems in empiricist philosophy of mind. I end by considering the prospects for future research on DCNNs, arguing that rather than simply implementing 80s connectionism with more brute-force computation, transformational abstraction counts as a qualitatively distinct form of processing ripe with philosophical and psychological significance, because it is significantly better suited to depict the generic mechanism responsible for this important kind of psychological processing in the brain. (shrink)

Interpreters generally understand Heidegger's notion of finitude in one of two ways: as our mortality – that, in the end, we are certain to die; or the susceptibility of our self- and world-understanding to collapse – the fragility and vulnerability of human sense-making. In this paper, I put forward an alternative account of what Heidegger means by ‘finitude’: human self- and world-understanding is non-transparently grounded in a ‘final end.’ Our self- and world-understanding, that is, begins at the end, and authenticity (...) requires us to interpretively appropriate the full range of this understanding. After laying out this view of finitude, via an analogical appeal to the Socratic account of action and desire in the Gorgias, I discuss its relationship to the two leading views of finitude mentioned above. (shrink)