The heuristic search processes like simple genetic algorithms help in achieving optimization but do not guarantee robustness so there is an immediate need of a machine learning technique that also promises robustness. Diploid genetic algorithms ensure consistent results and can therefore replace Simple genetic algorithms in applications such as test data generation and regression testing, where robustness is more important. However, there is a need to review the work that has been done so far in the field. It is also (...) important to analyse the applicability of the premise of the dominance techniques applied so far in order to implement the technique. The work presents a systematic review of diploid genetic algorithms, examines the premise of the dominance relation used in different works and discusses the future scope. The work also discusses the biological basis of evaluating dominance. The work is important as the future of machine learning relies on techniques that are robust as well as efficient. (shrink)

It can seem incoherent to fully characterize fundamentality in terms of grounding, given that the fundamental is precisely that which cannot be fully characterized independently. I argue that there is no such incoherence.

Our actions and decisions are regularly influenced by the social environment around us. Can social cues be leveraged to induce curiosity and affect subsequent behavior? Across two experiments, we show that curiosity is contagious: The social environment can influence people's curiosity about the answers to scientific questions. Participants were presented with everyday questions about science from a popular on‐line forum, and these were shown with a high or low number of up‐votes as a social cue to popularity. Participants indicated their (...) curiosity about the answers, and they were given an opportunity to reveal a subset of those answers. Participants reported greater curiosity about the answers to questions when the questions were presented with a high (vs. low) number of up‐votes, and they were also more likely to choose to reveal the answers to questions with a high (vs. low) number of up‐votes. These effects were partially mediated by surprise and by the inferred usefulness of knowledge, with a more dramatic effect of low up‐votes in reducing curiosity than of high up‐votes in boosting curiosity. Taken together, these results highlight the important role social information plays in shaping our curiosity. (shrink)

Nature contact has associations with emotional ill-being and well-being. However, the mechanisms underlying these associations are not fully understood. We hypothesised that increased adaptive and decreased maladaptive emotion regulation strategies would be a pathway linking nature contact to ill-being and well-being. Using data from a survey of 600 U.S.-based adults administered online in 2022, we conducted structural equation modelling to test our hypotheses. We found that (1) frequency of nature contact was significantly associated with lesser emotional ill-being and greater emotional (...) well-being, (2) effective emotion regulation was significantly associated with lesser emotional ill-being and greater emotional well-being, and (3) the associations of higher frequency of nature contact with these benefits were partly explained via emotion regulation. Moreover, we found a nonlinear relationship for the associations of duration of nature contact with some outcomes, with a rise in benefits up to certain amounts of time, and a levelling off after these points. These findings support and extend previous work that demonstrates that the associations of nature contact with emotional ill-being and well-being may be partly explained by changes in emotion regulation. (shrink)

Here I advance a unified account of the structure of the epistemic normativity of assertion, action, and belief. According to my Teleological Account, all of these are epistemically successful just in case they fulfill the primary aim of knowledgeability, an aim which in turn generates a host of secondary epistemic norms. The central features of the Teleological Account are these: it is compact in its reliance on a single central explanatory posit, knowledge-centered in its insistence that knowledge sets the fundamental (...) epistemic norm, and yet fiercely pluralistic in its acknowledgment of the legitimacy and value of a rich range of epistemic norms distinct from knowledge. Largely in virtue of this pluralist character, I argue, the Teleological Account is far superior to extant knowledge-centered accounts. (shrink)

What grounds facts of the form? One promising answer is: facts of the form. A different promising answer is: x itself. Isaac Wilhelm has recently argued that the second answer is superior to the first. In this paper, I rebut his argument.

Using Canada as a case study, this article argues that regulating biotechnology and nanotechnology is made unnecessarily complex and inherently unstable because of a failure to consult the public early and of-ten enough. Furthermore, it is argued that future regulators (and promoters) of nanotechnology may learn valuable lessons from the mistakes made in regulating biotechnology.

Pure insight, however is in the first instance without any content; it is the sheer disappearance of content; but by its negative attitude towards what it excludes it will make itself real and give itself a content.—Hegel, Phenomenology of Mind.

What I require is a convening of my culture's criteria, in order to confront them with my words and life as I pursue them and as I may pursue them; and at the same time to confront my words and life as I pursue them with the life my culture's words may imagine for me: to confront the culture with itself, along the lines it meets in me. Stanley Cavell.

In his 2009 article “Self-Representationalism and Phenomenology,” Uriah Kriegel argues for self-representationalism about phenomenal consciousness primarily on phenomenological grounds. Kriegel’s argument can naturally be cast more broadly as an argument for higher-order representationalism. I examine this broadened version of Kriegel’s argument in detail and show that it is unsuccessful for two reasons. First, Kriegel’s argument (in its strongest form) relies on an inference to the best explanation from the claim that all experiences of normal adult human beings are accompanied by (...) peripheral awareness of those very experiences to the claim that all experiences are accompanied by peripheral awareness of those very experiences. This inference is inadequately defended, for the explanandum may also be given a straightforward evolutionary explanation. Second, contra Kriegel, I argue that phenomenological investigation does not support the thesis that we are always peripherally aware of our experiences. Instead, it delivers no verdict on this thesis. Kriegel’s phenomenological mistake may be explained via a highly diluted version of the famous transparency thesis about experience. (shrink)

This paper is about Gandhi's critique of politics, of which his ambivalence towards democracy was a part. I argue that for Gandhi the ground of moral action is fearlessness, while that of political reason is security and self-defense. Gandhi sees the context of moral action in the mundane fabric of everyday life, in places such as the family and the village. For that reason he does not believe that moral action requires being supplemented by the particular kind of unity which (...) politics and the state call for and necessitate. (shrink)

Our sense of self includes awareness of our thoughts and movements, and our control over them. This feeling can be altered or lost in neuropsychiatric disorders as well as in phenomena such as “automatic writing” whereby writing is attributed to an external source. Here, we employed suggestion in highly hypnotically suggestible participants to model various experiences of automatic writing during a sentence completion task. Results showed that the induction of hypnosis, without additional suggestion, was associated with a small but significant (...) reduction of control, ownership, and awareness for writing. Targeted suggestions produced a double dissociation between thought and movement components of writing, for both feelings of control and ownership, and additionally, reduced awareness of writing. Overall, suggestion produced selective alterations in the control, ownership, and awareness of thought and motor components of writing, thus enabling key aspects of automatic writing, observed across different clinical and cultural settings, to be modelled. (shrink)

According to the Epistemic Theory of Mind, knowledge is part of the best overall framework for explaining behavior at the psychological level. This theory, which has become increasingly popular in recent decades, has almost always been conjoined with an invariantist theory of “knows.” In this paper, I argue that this is a mistake: the Epistemic Theory of Mind is far more explanatorily powerful when conjoined with contextualism. I conclude that if the Epistemic Theory of Mind is true, then there is (...) a powerful new reason to accept contextualism. (shrink)

Shedding light on a fundamental tension in liberal theory, Liberalism and Empire reaches beyond post-colonial studies to revise our conception of the grand liberal tradition and the conception of experience with which it is associated.

Small unmanned aerial systems (sUAS) are used more regularly and widely in disaster response. Like other personnel involved in disaster response, the sUAS pilots work for long periods, experience extreme stress and fatigue. They often arrive at the disaster fatigued (due to long drives to get there). However, unlike other personnel in this domain, there is little research on the effects of fatigue on sUAS pilots. Our experiences with a series of three real-world deployments highlight the challenges of conducting human (...) factors research during disaster response and recovery. We specifically present lessons learned from having participant researchers embedded in three disasters with the sUAS pilot teams. These lessons result in a set of feasible and non-interruptive methods and metrics for conducting human factors research during field events. Preliminary results and recommended next steps are presented. (shrink)

Consider two deeply appealing thoughts: first, that we experience external particulars, and second, that what it’s like to have an experience – the phenomenal character of an experience – is somehow independent of external particulars. The first thought is readily captured by phenomenal particularism, the view that external particulars are sometimes part of the phenomenal character of experience. The second thought is readily captured by phenomenal generalism, the view that external particulars are never part of phenomenal character. -/- Here I (...) show that a novel version of phenomenal generalism can capture both thoughts in a satisfying fashion. Along the way, I reveal severe problems facing phenomenal particularism and also shed light on the mental kinds under which experiences fall. (shrink)

Philosophy and Phenomenological Research, Volume 104, Issue 1, Page 209-231, January 2022.

I construct a tempting anti-physicalist argument, which sharpens an explanatory gap argument suggested by David Chalmers and Frank Jackson. The argument relies crucially on the premise that there is a deep epistemic asymmetry (which may be identified with the explanatory gap) between phenomenal truths and ordinary macroscopic truths. Many physicalists reject the argument by rejecting this premise. I argue that even if this premise is true, the anti-physicalist conclusion should be rejected, and I provide a detailed, physicalist-friendly explanation of the (...) relevant premise. Along the way, I sketch an account of a priori conceptual knowledge that is compatible with naturalistic accounts of intentionality. I conclude by noting that the resulting view is a version of the popular phenomenal concept strategy that avoids a potentially worrying dilemma facing earlier incarnations of this strategy. (shrink)

Representationalism is, roughly, the view that experiencing is to be analyzed wholly in terms of representing. But what sorts of properties are represented in experience? According to a prominent form of representationalism, objective representationalism, experiences represent only objective (i.e. suitably mind-independent) properties. I explore subjective representationalism, the view that experiences represent at least some subjective (i.e. suitably mind-dependent) properties. Subjective representationalists, but not objective representationalists, can accommodate cases of illusion-free phenomenal inversion. Moreover, subjective representationalism captures the so-called transparency of experience, (...) as it is standardly articulated, just as well as objective representationalism. (shrink)

The bioethics literature has paid little attention to matters of informed reproductive decision-making among women of childbearing age who have chronic kidney disease (CKD), including women who are on dialysis or women who have had a kidney transplant. Women with CKD receive inconsistent and, sometimes, inadequate reproductive counseling, particularly with respect to information about pursuing pregnancy. We identify four factors that might contribute to inadequate and inconsistent reproductive counseling. We argue that women with CKD should receive comprehensive reproductive counseling, including (...) information about the possibility of pursuing pregnancy, and that more rigorous research on pregnancy in women with CKD, including women on dialysis or who have received a kidney transplant, is warranted to improve informed reproductive decision making in this population. (shrink)

John Evans’s new book Morals Not Knowledge pushes scholars to rethink contemporary debates about religion and science by moving past the rhetoric of societal elites to examine the perspectives of everyday Americans, identifying the moral conflicts at the heart of debates. We review Evans’s key contributions while also extending and challenging his arguments, urging consideration of how renewed moral debates might be informed by a broader set of U.S. “publics.” Drawing on empirical research, we highlight four sets of voices that (...) are missing from Evans’s analysis. Specifically, we highlight the voices of racial and ethnic minorities, religious communities (as opposed to individuals), members of minority religious traditions, and everyday religious scientists. Through doing so we offer avenues for future research on these diverse publics that will help facilitate a broader set of better and more informed debates about moral conflict between religious and scientific communities. (shrink)

Journal of Human Values, Volume 28, Issue 1, Page 29-43, January 2022. The COVID-19 crisis has revealed a need for rethinking approaches to education and livelihoods. Education in its present dispensation does not provide equitable access to children from marginalized segments of the population. It also suffers from deficits in the areas of social and emotional skills, over-emphasis on the three Rs, language used as a medium of instruction, and excessive competition for scoring marks, among others. There is very low (...) uptake of vocational education. The National Education Policy 2020 tries to address some of these issues and plans on closer integration of vocational education with the school framework. High unemployment rates of educated youth, along with underemployment due to skill mismatch, show poor school-to-work transition and underscore the importance of TVET for youth in the future. Skill already exists in the economy in informal knowledge systems which are largely undocumented and thus not acknowledged in the formal system. These need to be combined with Western-centric knowledge systems so that the imbalance between formally educated/trained workers and informally trained workers is redressed. There is also a need to bring back the joy of learning, as Tagore’s experimentation with education has demonstrated. (shrink)

The bioethics literature has paid little attention to matters of informed reproductive decision-making among women of childbearing age who have chronic kidney disease (CKD), including women who are on dialysis or women who have had a kidney transplant. Women with CKD receive inconsistent and, sometimes, inadequate reproductive counseling, particularly with respect to information about pursuing pregnancy. We identify four factors that might contribute to inadequate and inconsistent reproductive counseling. We argue that women with CKD should receive comprehensive reproductive counseling, including (...) information about the possibility of pursuing pregnancy, and that more rigorous research on pregnancy in women with CKD, including women on dialysis or who have received a kidney transplant, is warranted to improve informed reproductive decision making in this population. (shrink)

This essay is a study on national self-determination and justice from the differing perspectives of John Rawls and Rabindranath Tagore. Both thinkers have addressed the problem of conflict caused by national loyalties. Influenced by Immanuel Kant’s philosophy of cosmopolitanism, John Rawls articulates the “Law of People” that suggests that mutual consent consists in economic interdependence among nations and tolerance for cultural diversity under monitored conditions of the international relations. Such an arrangement is not inclusive as it excludes the subaltern perspectives (...) and reinforces the hierarchies between East and West. Tagore offers post-colonial versions of nationalism and cosmopolitanism that call for a creative and spiritual unity of nations through cultural exchange where each is equal in dialogue. The essay makes a case for Tagore’s cosmopolitanism being more inclusive than Rawls, yet, limited in its accommodation of the “other” as Tagore’s creative unity domesticates this “other” on the basis of spiritual familiarity. The essay also critiques Martha Nussbaum’s cosmopolitanism that suggests reconciliation of both. It makes a case for a paradoxical understanding of hospitality, friendship and otherness theorized by Jacques Derrida as the basis of self-determination and global justice. (shrink)

Criminal juries in the United States typically deliver their decisions through a “general verdict,” expressing only their ultimate conclusion of “guilty” or “not guilty,” rather than through a “special verdict” that identifies whether each element of the charged crime has been proven beyond a reasonable doubt. American courts have broadly favored the use of general verdicts in criminal cases due to concerns that the special verdict will curtail the jury’s decision-making autonomy, including its power to nullify the law in favor (...) of the defense, potentially undermining the criminal defendant’s constitutional right to trial by jury. This Article confronts the legal status quo on verdict format and its underlying, untested assumptions. Drawing upon prior psychology findings and legal professionals’ anecdotal observations, it questions whether the general verdict poses its own under-acknowledged threats to the rights of criminal defendants and the decision-making agency of jurors. While the more guided special verdict format is presumed to threaten nullifying acquittals, the unguided general verdict format might be enabling convictions that violate constitutional norms of due process, impartial adjudication, and equal protection. Given the high-stakes values potentially implicated in the choice of verdict format in criminal cases, it is time to put the conventional wisdom in favor of general verdicts to an empirical test. This Article therefore proposes a methodological framework for investigating whether the legal status quo accurately reflects (1) current stakeholders’ preferences and predictions, and (2) experimentally testable legal and cognitive effects of general versus special verdicts in lay determinations of criminal liability. A data-informed understanding is needed to assess whether the general verdict is optimizing the integrity, fairness, and constitutionality of criminal jury decision making. (shrink)

Mehta examines, briefly, whether America is vulnerable to the "corruptions" of empire and the weight we should place on this moral consideration.

The common law system is a legal system that values precedent, or previous court decisions, in the resolution of current cases. As the availability of legal documents in digital form has increased, it has become more difficult for legal professionals to manually identify relevant past cases due to the vast amount of data. Researchers have developed automated systems for determining the similarity between legal documents to address this issue. Our research explores various representations of a legal document and discusses a (...) novel paragraph filtering process to identify key paragraphs using legal citation information to remove unnecessary text paragraphs without disturbing the concept of the legal document. State-of-the-art techniques like TF-IDF, BERT, Legal Bert, Doc2Vec, and Legal-longformer are used for the performance analysis of the proposed approach with document comparison. It has been shown that a model trained on the proposed filtered paragraphs can achieve better results than a model trained on the complete text and can also shorten the document by over 40%. The proposed filtering strategy could be helpful for models like BERT, where the maximum token length is fixed. (shrink)

In this paper, I offer a new argument for the perceptual rationality thesis: the claim that perceptual experiences themselves can be rational or irrational. In her book The Rationality of Perception, Susanna Siegel has offered several intertwined arguments for this same thesis, and, as you will see, one of Siegel’s arguments is what inspires my own. However, I will suggest that the new argument is significantly better-supported than Siegel’s original argument.

Meditation refers to a family of self-regulation practices that focuses on training attention and awareness to foster psycho-emotional well-being and to develop specific capacities such as calmness, clarity, and concentration. We report a prospective convenience-controlled study in which we analyzed the effect of two components of Preksha Dhyāna – buzzing bee sound meditation and color meditation on healthy college students. Mahapran and leśya dhyāna are two Preksha Dhyāna practices that are based on sound and green color, respectively. The study population (...) represents a suitable target as college students experience different stress factors during the school year. This study measures the individual and combined effects of two techniques, on short-term memory, attention, and affect, in novice meditators. We used a battery of cognitive, performance, and compared results with baseline and control values. We found improved cognition, especially attention, short-term memory, and affect in terms of positivity and reduced negativity. Overall, the two techniques produced variable benefits and subjects showed improved scores over baseline for short-term memory, cognitive function, and overall wellbeing. Further studies are required to understand underlying mechanisms for the observed differences between the two techniques and to elucidate mechanisms underlying the more pronounced and global benefits observed with the combined techniques. These results underscore a need to examine individual components of meditation practices in order to individualize treatment approaches for attention disorders in young adults.Clinical Trail Registration:ClinicalTrials.gov Identifier: NCT03779269. (shrink)