Scientists depend on complex computational systems that are often ineliminably opaque, to the detriment of our ability to give scientific explanations and detect artifacts. Some philosophers have s...

In this paper, I argue that the method of transparency --determining whether I believe that p by considering whether p -- does not explain our privileged access to our own beliefs. Looking outward to determine whether one believes that p leads to the formation of a judgment about whether p, which one can then self-attribute. But use of this process does not constitute genuine privileged access to whether one judges that p. And looking outward will not provide for access (...) to dispositional beliefs, which are arguably more central examples of belief than occurrent judgments. First, one’s dispositional beliefs as to whether p may diverge from the occurrent judgments generated by the method of transparency. Second, even in cases where these are reliably linked — e.g., in which one’s judgment that p derives from one’s dispositional belief that p — using the judgment to self-attribute the dispositional belief requires an ‘inward’ gaze. (shrink)

Representationalism is a thesis about the phenomenal character of experiences, about their immediate subjective ‘feel’.1 At a minimum, the thesis is one of supervenience: necessarily, experiences that are alike in their representational contents are alike in their phenomenal character. So understood, the thesis is silent on the nature of phenomenal character. Strong or pure representationalism goes further. It aims to tell us what phenomenal character is. According to the theory developed in Tye 1995, phenomenal character is one and the same (...) as representational content that meets certain further conditions. One very important motivation for this theory is the so-called ? transparency of experience.? The purpose of this paper is to elucidate the appeal to transparency more carefully than has been done hithertofore, to make some remarks about the introspective awareness of experience in light of this appeal, and to consider one problem case for transparency at some length, that of blurry vision. Along the way, I shall also address some of the remarks Stephen Leeds makes in his essay on transparency. (shrink)

Both scientists and philosophers of science have recently emphasized the importance of promoting transparency in science. For scientists, transparency is a way to promote reproducibility, progress, and trust in research. For philosophers of science, transparency can help address the value-ladenness of scientific research in a responsible way. Nevertheless, the concept of transparency is a complex one. Scientists can be transparent about many different things, for many different reasons, on behalf of many different stakeholders. This paper proposes (...) a taxonomy that clarifies the major dimensions along which approaches to transparency can vary. By doing so, it provides several insights that philosophers and other science studies scholars can pursue. In particular, it helps address common objections to pursuing transparency in science, it clarifies major forms of transparency, and it suggests avenues for further research on this topic. (shrink)

I respond to an objection recently formulated by Barlassina and Hayward against first-order imperativism about pain, according to which it cannot account for the self-directed motivational force of pain. I am going to agree with them: it cannot. This is because pain does not have self-directed motivational force. I will argue that the alternative view—that pain is about dealing with extramental, bodily threats, not about dealing with itself—makes better sense of introspection, and of empirical research on pain avoidance. Also, a (...) naturalistic theory of body-involving commands falls straightforwardly out of our most prominent naturalistic metasemantic accounts, while the token-reflexive contents that would underlie self-directed motivation are more problematic. (shrink)

Philosophers frequently comment on the intimate connection there is between something’s being present in perceptual experience and that thing’s being, or at least appearing to be, temporally present. Yet, there is relatively little existing work that goes beyond asserting such a connection and instead examines its specific nature. In this paper, I suggest that we can make progress on the latter by looking at two more specific debates that have hitherto been conducted largely isolation from each other: one about the (...) nature of conscious experience and one about the nature of time itself. The first concerns the extent to which the temporal properties of experience form an exception to the transparency of experience, meaning that introspection can provide support for one particular view of how experience itself is structured temporally; the second concerns the question as to whether there is something about experience that gives us grounds for thinking that the present is somehow metaphysically special. As I argue, the idea of a connection between experiential presence and temporal presence plays a key background role in each of these debates. Yet it can also, in each of them, be seen to draw one side towards making claims that are supposed to express an important truth but are at the same time, on the face of it, self-contradictory. In each case, resolving what it actually is that these claims are trying to get at turns on recognizing a distinctive feature of perceptual experience, which I refer to as its lack of temporal viewpointedness. Recognising this feature also helps in making sense of what the issues at stake actually are in the intuition of an intimate connection between experiential presence and temporal presence. (shrink)

The paper investigates the ethics of information transparency (henceforth transparency). It argues that transparency is not an ethical principle in itself but a pro-ethical condition for enabling or impairing other ethical practices or principles. A new definition of transparency is offered in order to take into account the dynamics of information production and the differences between data and information. It is then argued that the proposed definition provides a better understanding of what sort of information should (...) be disclosed and what sort of information should be used in order to implement and make effective the ethical practices and principles to which an organisation is committed. The concepts of “heterogeneous organisation” and “autonomous computational artefact” are further defined in order to clarify the ethical implications of the technology used in implementing information transparency. It is argued that explicit ethical designs, which describe how ethical principles are embedded into the practice of software design, would represent valuable information that could be disclosed by organisations in order to support their ethical standing. (shrink)

BackgroundWhile artificial intelligence (AI) has emerged as a powerful tool for enhancing diagnostic accuracy and streamlining workflows, key ethical questions remain insufficiently explored—particularly around accountability, transparency, and bias. These challenges become especially critical in domains such as pathology and blood sciences, where opaque AI algorithms and non-representative datasets can impact clinical outcomes. The present work focuses on a single NHS context and does not claim broader generalization.MethodsWe conducted a local qualitative study across multiple healthcare facilities in a single NHS (...) Trust in the West Midlands, United Kingdom, to investigate healthcare professionals’ experiences and perceptions of AI-assisted decision-making. Forty participants—including clinicians, healthcare administrators, and AI developers—took part in semi-structured interviews or focus groups. Transcribed data were analyzed using Braun and Clarke’s thematic analysis framework, allowing us to identify core themes relating to the benefits of AI, ethical challenges, and potential mitigation strategies.ResultsParticipants reported notable gains in diagnostic efficiency and resource allocation, underscoring AI’s potential to reduce turnaround times for routine tests and enhance detection of abnormalities. Nevertheless, accountability surfaced as a pervasive concern: while clinicians felt ultimately liable for patient outcomes, they also relied on AI-generated insights, prompting questions about liability if systems malfunctioned. Transparency emerged as another major theme, with clinicians emphasizing the difficulty of trusting “black box” models that lack clear rationale or interpretability—particularly for rare or complex cases. Bias was repeatedly cited, especially when algorithms underperformed in minority patient groups or in identifying atypical presentations. These issues raised doubts about the fairness and reliability of AIassisted diagnoses.ConclusionsAlthough AI demonstrates promise for improving efficiency and patient care, unresolved ethical complexities around accountability, transparency, and bias may erode stakeholder confidence and compromise patient safety. Participants called for clearer regulatory frameworks, inclusive training datasets, and stronger clinician–developer collaboration. Future research should incorporate patient perspectives, investigate long-term impacts of AI-driven clinical decisions, and refine ethical guidelines to ensure equitable, responsible AI deployment.Trial registration: Not applicable. (shrink)

Descartes is widely portrayed as the arch proponent of “the epistemological transparency of thought” (or simply, “Transparency”). The most promising version of this view—Transparency-through-Introspection—says that introspecting (i.e., inwardly attending to) a thought guarantees certain knowledge of that thought. But Descartes rejects this view and provides numerous counterexamples to it. I argue that, instead, Descartes’s theory of self-knowledge is just an application of his general theory of knowledge. According to his general theory, certain knowledge is acquired only through (...) clear and distinct intellection. Thus, in his view, certain knowledge of one’s thoughts is acquired only through clear and distinct intellection of one’s thoughts. Introspection is a form of intellection and it can be clear and distinct. Ordinarily, however, introspection isn’t clear and distinct but is instead confused with dubitable perceptions of bodies. To make introspection clear and distinct, we need to “sharply separate” it from all perceptions of bodies by doubting all perceptions of bodies. Without such radical doubt, introspection remains confused and we lack certain knowledge not just of the specific features of our thoughts, but even of the minimal claim that a thought exists. Far from being the high priest of Transparency, Descartes is radically opposed to it. (shrink)

This paper critically examines currently influential transparency accounts of our knowledge of our own beliefs that say that self-ascriptions of belief typically are arrived at by “looking outward” onto the world. For example, one version of the transparency account says that one self-ascribes beliefs via an inference from a premise to the conclusion that one believes that premise. This rule of inference reliably yields accurate self-ascriptions because you cannot infer a conclusion from a premise without believing the premise, (...) and so you cannot infer from a premise that you believe the premise unless you do believe it. I argue that this procedure cannot be a source of justification, however, because one can be justified in inferring from p that q only if p amounts to strong evidence that q is true. This is incompatible with the transparency account because p often is not very strong evidence that you believe that p. For example, unless you are a weather expert, the fact that it will rain is not very strong evidence that you believe it will rain. After showing how this intuitive problem can be made precise, I conclude with a broader lesson about the nature of inferential justification: that beliefs, when justified, must be underwritten by beliefs, when justified, must be underwritten by evidential relationships between the facts or propositions which those beliefs represent. (shrink)

In their recent article in this journal, Giubilini, Gur-Arie, and Jamrozik argue that there is more to expertise than individual healthcare professionals’ knowledge of their fields. To be an expert is to be recognized as a credible authority, they explain, and being a credible authority necessitates trust. Among the core ethical principles they identify for trustworthy experts in medicine and healthcare are honesty, humility, and transparency. Here I aim to affirm these authors’ linkage of expertise and trust by decoupling (...) both from a presumptive norm of transparency. My suggestion is not that medical or healthcare experts should lie or deceive, but that articulating their credible authority in terms of transparency mischaracterizes things. We see this in several ways: through the negative epistemic effects of a general norm of expert transparency, the importance of discretion in healthy trust relations, and the need for relationally responsive interpretation in how medical and health experts communicate with different patients and publics across social-epistemic difference. (shrink)

I argue that explanations of doxastic transparency which go via an appeal to an aim or norm of belief are problematic. I offer a new explanation which appeals to a biological function of our mechanisms for belief production. I begin by characterizing the phenomenon, and then move to the teleological and normative accounts of belief, advertised by their proponents as able to give an explanation of it. I argue that, at the very least, both accounts face serious difficulties in (...) this endeavour. These difficulties are a function of seeking an explanation of transparency at the agential level, either with the subject aiming at truth, or being guided by a norm of truth. I adopt a motivational account of belief, one which severs the connection between belief and truth, and supplement this with an account of actual world beliefs. My alternative explanation is found at the sub-intentional, non-agential level, secured by biology. This explanation casts transparency not as related to the nature of deliberation over what to believe, but rather as contingently characterizing the beliefs of some believers, namely those with a particular biological history. My explanation thus parts company with what has come before along two dimensions: it moves away from transparency being something related to the agent’s aims or commitments, and it understands it as a contingent phenomenon. I close by considering an objection to my view—that transparency must not be understood as a contingent phenomenon—and a nearby alternative position which avoids this consequence. I respond to this objection and give reasons not to endorse the nearby alternative. I conclude that my explanation does not face the difficulties of those offered by teleologists and normativists, and, that by moving away from agential explanations, and casting transparency as contingent, we can provide a successful explanation of it. (shrink)

My first aim in this paper is to show that the transparency claim cannot serve the purpose to which it is assigned; that is, the idea that perceptual experience is transparent is no help whatsoever in motivating an externalist account of phenomenal character. My second aim is to show that the internalist qualia theorist's response to the transparency idea has been unnecessarily concessive to the externalist. Surprisingly, internalists seem to allow that much of the phenomenal character of perceptual (...) experience depends essentially (and not just causally) upon externally located properties. They argue that we can also be aware of internal, non-intentional qualia. I present an alternative response the internalist can make to the transparency claim: phenomenal character is wholly internal, and seeming to be aware of externally located properties just is being aware of internally constituted experiential features. (shrink)

Phenomenal transparency was once widely believed to be necessary for cognitive extension. Recently, this claim has come under attack, with a new consensus coalescing around the idea that transparency is neither necessary for internal nor extended cognitive processes. We take these recent critiques as an opportunity to refine the concept of transparency relevant for cognitive extension. In particular, we highlight that transparency concerns an agent’s employment of a resource – and that such employment is compatible with (...) an agent consciously apprehending (or attending to) a resource. This means it is possible for an object to be transparent and opaque to an agent, even at a single moment in time. Once we understand transparency in this way, the detractors’ claims lose their bite, and existing arguments for transparency’s necessity for cognitive extension return to apply with full force. (shrink)

Transparency is the order of the day. It is a term, a slogan, that dominates public discourse about corruption and freedom of information. Considered crucial to democracy, it touches our political and economic lives as well as our private lives. Anyone can obtain information about anything. Everything—and everyone—has become transparent: unveiled or exposed by the apparatuses that exert a kind of collective control over the post-capitalist world. Yet, transparency has a dark side that, ironically, has everything to do (...) with a lack of mystery, shadow, and nuance. Behind the apparent accessibility of knowledge lies the disappearance of privacy, homogenization, and the collapse of trust. The anxiety to accumulate ever more information does not necessarily produce more knowledge or faith. Technology creates the illusion of total containment and the constant monitoring of information, but what we lack is adequate interpretation of the information. In this manifesto, Byung-Chul Han denounces transparency as a false ideal, the strongest and most pernicious of our contemporary mythologies. (shrink)

The Introduction to Sartre’s Being and Nothingness (B&N) contains a condensed, cryptic argument – the ‘ontological proof’ – that is meant to establish a position ‘beyond realism and idealism’. Despite its role in establishing the fundamental ontological distinction of B&N – the distinction between being-for-itself and being-in-itself – the ontological proof has received very little scholarly attention. My goal is to fill this lacuna. I begin by clarifying the idealist position Sartre attacks in the Introduction to B&N: Husserl’s idealism as (...) interpreted by Aron Gurwitsch and Roman Ingarden. I then propose a new interpretation of the ontological proof that gives a central role to the transparency of experience. On this interpretation, Sartre argues from the ‘emptiness’ of consciousness – its purely relational nature – to the existence of mind-independent substance (being-in-itself). In assessing the strengths and weaknesses of Sartre’s case against idealism, I put him in critical dialogue with contemporary work in metaphysics and the philosophy of mind. (shrink)

A common objection to sense-datum theories of perception is that they cannot give an adequate account of the fact that introspection indicates that our sensory experiences are directed on, or are about, the mind-independent entities in the world around us, that our sense experience is transparent to the world. In this paper I point out that the main force of this claim is to point out an explanatory challenge to sense-datum theories.

Transparency is an increasingly prominent area of research that offers valuable insights for organizational studies. However, conceptualizations of transparency are rarely subject to critical scrutiny and thus their relevance remains unclear. In most accounts, transparency is associated with the sharing of information and the perceived quality of the information shared. This narrow focus on information and quality, however, overlooks the dynamics of organizational transparency. To provide a more structured conceptualization of organizational transparency, this article unpacks (...) the assumptions that shape the extant literature, with a focus on three dimensions: conceptualizations, conditions, and consequences. The contribution of the study is twofold: On a conceptual level, we provide a framework that articulates two paradigmatic positions underpinning discussions of transparency, verifiability approaches and performativity approaches; on an analytical level, we suggest a novel future research agenda for studying organizational transparency that pays attention to its dynamics, paradoxes, and performative characteristics. (shrink)

This research aims to criticize the approach that considers the solution to the ethical challenges of artificial intelligence (AI) to be only in design and technical improvements. Some researchers consider the ethical challenges in AI to be convergent, which emerge with the advent of AI systems and are resolved with technical progress and improvements. In the discussions of the ethics of AI, issues such as privacy and transparency have been the focus of most studies. In the present research, using (...) the analytical-critical method, the convergence between transparency and privacy in machine learning systems was investigated, and the approach that limits the resolution of ethical challenges to AI design was criticized. The research findings indicate that there is no convergence between the ethical challenges of AI. Additionally, by raising three challenges of quantification, technical limitations, and meta-ethical issues, the criticism of approaches that rely solely on design and technical improvements was addressed. The results also indicates that it is not possible to respond to the ethical challenges of AI only by relying on design, and there is a need to use other methods such as legislation or progress in other sciences in addition to attention to design. (shrink)

Since the transparency approach to introspection need not posit a dedicated mechanism specialized for detecting one’s own mental states, its economy is often viewed as a major advantage by both proponents and opponents. But sometimes economy comes at the cost of relying on controversial views of the natures of mental states. Perceptual experience is a case in point. For example, Alex Byrne’s account relies on the view that experience constitutively involves belief, and Matthew Boyle’s account relies on the view (...) that experience constitutively involves a form of implicit consciousness of experience. In this paper, I develop a transparency account of our access to our experiences that retains the benefit of economy while avoiding the cost of relying on controversial views of the nature of experience. I start by discussing Byrne’s and Boyle’s accounts. I focus on the problems that lead them to hold the controversial views they do, and raise some challenges to their solutions. I then develop my own account. I argue that when you attend to an object, your experience gives you justification to believe that you see the object (under some descriptions). I close by highlighting some advantages of my account. I argue that it (1) can solve the problems facing Byrne and Boyle without relying on controversial views of the nature of experience; (2) respects the idea that there is something special about our access to our minds; and (3) can be generalized to other cases of introspection. (shrink)

This paper traces the evolution of G. E. Moore’s ideas regarding inner and outer awareness, transparency, and the doctrine of Erlebnis, as articulated in a series of papers published in the Proceedings of the Aristotelian Society and Mind between 1901 and 1915. I defend two theses. First, I argue that, during this period, Moore gradually moved from an observational view of consciousness in general, including self-consciousness, to a mixed view in which subjects are directly aware of the objects of (...) consciousness, while they “live through” (erleben) their mental acts. Notably, this shift shows that a certain debate between objectifying and non-objectifying consciousness in the Phenomenological school of Brentano and Husserl was to some extent replicated in the early British analytic tradition. Second, I contend that this change in Moore’s thinking was motivated by an attempt to overcome the problem posed by the transparency of consciousness for the possibility of introspecting the act-object relation (an idea that he never abandoned). It is through this chief aim, I believe, that we can make sense of Moore’s shifting ideas concerning awareness. (shrink)

The purpose of this paper is to advance understanding of intellectually virtuous honesty, by examining the relationship between a recent account of intellectual honesty and a recent account of intellectual transparency. The account of intellectual honesty comes from Nathan King, who adapts the work of Christian Miller on moral honesty, while the account of intellectual transparency comes from T. Ryan Byerly. After introducing the respective accounts, I identify four potential differences between intellectual honesty and intellectual transparency as (...) understood by these accounts. I then turn to the question of how to think about the relationship between these traits in light of these potential differences. I make the case that intellectual transparency can either be regarded as an exceptionally strong or ideal variety of intellectual honesty, or it can be regarded as a distinct virtue from intellectual honesty which is a more cardinal virtue than the latter. Along the way, I also note some places where a case can be made that Miller's and King's accounts of honesty and intellectual honesty are in need of refinement or clarification. (shrink)

In her BBC Reith Lectures on Trust, Onora O’Neill offers a short, but biting, criticism of transparency. People think that trust and transparency go together but in reality, says O'Neill, they are deeply opposed. Transparency forces people to conceal their actual reasons for action and invent different ones for public consumption. Transparency forces deception. I work out the details of her argument and worsen her conclusion. I focus on public transparency – that is, transparency (...) to the public over expert domains. I offer two versions of the criticism. First, the epistemic intrusion argument: The drive to transparency forces experts to explain their reasoning to non-experts. But expert reasons are, by their nature, often inaccessible to non-experts. So the demand for transparency can pressure experts to act only in those ways for which they can offer public justification. Second, the intimate reasons argument: In many cases of practical deliberation, the relevant reasons are intimate to a community and not easily explicable to those who lack a particular shared background. The demand for transparency, then, pressures community members to abandon the special understanding and sensitivity that arises from their particular experiences. Transparency, it turns out, is a form of surveillance. By forcing reasoning into the explicit and public sphere, transparency roots out corruption — but it also inhibits the full application of expert skill, sensitivity, and subtle shared understandings. The difficulty here arises from the basic fact that human knowledge vastly outstrips any individual’s capacities. We all depend on experts, which makes us vulnerable to their biases and corruption. But if we try to wholly secure our trust — if we leash groups of experts to pursuing only the goals and taking only the actions that can be justified to the non-expert public — then we will undermine their expertise. We need both trust and transparency, but they are in essential tension. This is a deep practical dilemma; it admits of no neat resolution, but only painful compromise. (shrink)

With automation of routine decisions coupled with more intricate and complex information architecture operating this automation, concerns are increasing about the trustworthiness of these systems. These concerns are exacerbated by a class of artificial intelligence that uses deep learning, an algorithmic system of deep neural networks, which on the whole remain opaque or hidden from human comprehension. This situation is commonly referred to as the black box problem in AI. Without understanding how AI reaches its conclusions, it is an open (...) question to what extent we can trust these systems. The question of trust becomes more urgent as we delegate more and more decision-making to and increasingly rely on AI to safeguard significant human goods, such as security, healthcare, and safety. Models that “open the black box” by making the non-linear and complex decision process understandable by human observers are promising solutions to the black box problem in AI but are limited, at least in their current state, in their ability to make these processes less opaque to most observers. A philosophical analysis of trust will show why transparency is a necessary condition for trust and eventually for judging AI to be trustworthy. A more fruitful route for establishing trust in AI is to acknowledge that AI is situated within a socio-technical system that mediates trust, and by increasing the trustworthiness of these systems, we thereby increase trust in AI. (shrink)

Perceptual experience is often said to be transparent; that is, when we have a perceptual experience we seem to be aware of properties of the objects around us, and never seem to be aware of properties of the experience itself. This is a introspective fact. It is also often said that we can infer a metaphysical fact from this introspective fact, e.g. a fact about the nature of perceptual experience. A transparency theory fills in the details for these two (...) facts, and bridges the gap between them. We have three aims: to scrutinize Michael Tye’s transparency theory :137–151, 2002; Consciousness revisited: materialism without phenomenal concepts, MIT Press, Cambridge, 2009; Philos Stud 170:39–57, 2014a), introduce a new transparency theory, and advance a meta-theoretical hypothesis about the interest, and import, of transparency theories. (shrink)

In this article, we develop the concept of Transparency by Design that serves as practical guidance in helping promote the beneficial functions of transparency while mitigating its challenges in automated-decision making environments. With the rise of artificial intelligence and the ability of AI systems to make automated and self-learned decisions, a call for transparency of how such systems reach decisions has echoed within academic and policy circles. The term transparency, however, relates to multiple concepts, fulfills many (...) functions, and holds different promises that struggle to be realized in concrete applications. Indeed, the complexity of transparency for ADM shows tension between transparency as a normative ideal and its translation to practical application. To address this tension, we first conduct a review of transparency, analyzing its challenges and limitations concerning automated decision-making practices. We then look at the lessons learned from the development of Privacy by Design, as a basis for developing the Transparency by Design principles. Finally, we propose a set of nine principles to cover relevant contextual, technical, informational, and stakeholder-sensitive considerations. Transparency by Design is a model that helps organizations design transparent AI systems, by integrating these principles in a step-by-step manner and as an ex-ante value, not as an afterthought. (shrink)

In this paper I argue that all transparent objects are colorless. This thesis is important for at least three reasons. First, if transparent objects are colorless, there is no need to distinguish between colors which characterize three-dimensional bodies, like transparent colors, and colors which lie on the surface of objects. Second, traditional objections against color physicalism relying on transparent colors are rendered moot. Finally, an improved understanding of the relations between colors, light and transparency is provided.

Many philosophers endorse the Transparency Thesis, the claim that by introspection one cannot become aware of one's experience. Recently, some authors have suggested that the Transparency Thesis is challenged by introspective states reached under mindfulness. We label this the Mindfulness Opacity Hypothesis. The present paper develops the hypothesis in important new ways. First, we motivate the hypothesis by drawing on recent clinical psychology and cognitive science of mindfulness. Secondly, we develop the hypothesis by describing the implied shift in (...) experiential perspective, the scope of introspectable qualities, and the level of skill. Thirdly, we defend the hypothesis against various philosophical arguments. We conclude that the Mindfulness Opacity Hypothesis is empirically and theoretically well motivated and supported. (shrink)

We are sceptical of concerns over the opacity of algorithmic decision tools. While transparency and explainability are certainly important desiderata in algorithmic governance, we worry that automated decision-making is being held to an unrealistically high standard, possibly owing to an unrealistically high estimate of the degree of transparency attainable from human decision-makers. In this paper, we review evidence demonstrating that much human decision-making is fraught with transparency problems, show in what respects AI fares little worse or better (...) and argue that at least some regulatory proposals for explainable AI could end up setting the bar higher than is necessary or indeed helpful. The demands of practical reason require the justification of action to be pitched at the level of practical reason. Decision tools that support or supplant practical reasoning should not be expected to aim higher than this. We cast this desideratum in terms of Daniel Dennett’s theory of the “intentional stance” and argue that since the justification of action for human purposes takes the form of intentional stance explanation, the justification of algorithmic decisions should take the same form. In practice, this means that the sorts of explanations for algorithmic decisions that are analogous to intentional stance explanations should be preferred over ones that aim at the architectural innards of a decision tool. (shrink)

This chapter is interested in the epistemology of algorithms. As I intend to approach the topic, this is an issue about epistemic justification. Current approaches to justification emphasize the transparency of algorithms, which entails elucidating their internal mechanisms –such as functions and variables– and demonstrating how (or that) these produce outputs. Thus, the mode of justification through transparency is contingent on what can be shown about the algorithm and, in this sense, is internal to the algorithm. In contrast, (...) I advocate for an externalist epistemology of algorithms that I term computational reliabilism (CR). While I have previously introduced and examined CR in the field of computer simulations ([42, 53, 4]), this chapter extends this reliabilist epistemology to encompass a broader spectrum of algorithms utilized in various scientific disciplines, with a particular emphasis on machine learning applications. At its core, CR posits that an algorithm’s output is justified if it is produced by a reliable algorithm. A reliable algorithm is one that has been specified, coded, used, and maintained utilizing reliability indicators. These reliability indicators stem from formal methods, algorithmic metrics, expert competencies, cultures of research, and other scientific endeavors. The primary aim of this chapter is to delineate the foundations of CR, explicate its operational mechanisms, and outline its potential as an externalist epistemology of algorithms. (shrink)

In this paper, we examine a number of relevant logics’ variable sharing properties from the perspective of theories of topic or subject-matter. We take cues from Franz Berto’s recent work on topic to show an alignment between families of variable sharing properties and responses to the topic transparency of relevant implication and negation. We then introduce and defend novel variable sharing properties stronger than strong depth relevance—which we call cn-relevance and lossless cn-relevance—showing that the properties are satisfied by the (...) weak relevant logics B\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\textbf{B}}$$\end{document} and BM\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${{\textbf{B}}}{{\textbf{M}}}$$\end{document}, respectively. We argue that such properties address a sort of semantic lossiness of strong depth relevance. (shrink)

The combination of increased availability of large amounts of fine-grained human behavioral data and advances in machine learning is presiding over a growing reliance on algorithms to address complex societal problems. Algorithmic decision-making processes might lead to more objective and thus potentially fairer decisions than those made by humans who may be influenced by greed, prejudice, fatigue, or hunger. However, algorithmic decision-making has been criticized for its potential to enhance discrimination, information and power asymmetry, and opacity. In this paper, we (...) provide an overview of available technical solutions to enhance fairness, accountability, and transparency in algorithmic decision-making. We also highlight the criticality and urgency to engage multi-disciplinary teams of researchers, practitioners, policy-makers, and citizens to co-develop, deploy, and evaluate in the real-world algorithmic decision-making processes designed to maximize fairness and transparency. In doing so, we describe the Open Algortihms project as a step towards realizing the vision of a world where data and algorithms are used as lenses and levers in support of democracy and development. (shrink)

Two popular theses central to recent theorizing about consciousness are the transitivity principle and the transparency of experience. According to the former, conscious mental states are mental states we are aware of in some way. According to the latter, there is some awareness-relation that we seemingly cannot bear to our experiences. I argue that, within certain reasonable constraints, there is no precisification of these theses that renders them compatible.

Behavior change technologies such as wearable fitness monitors are widely used to track and influence people. We often speak of trusting/ distrusting such technologies, but does this casual notion correspond to a genuine and scientifically interesting concept of trust? In this paper I consider three arguments for a positive answer. First, a notion of trust in technology is useful for explaining why and how we rely on behavior change technologies. Second, trust makes a significant difference to our normative judgments regarding (...) privacy and the requirement of transparency as applied to data-intensive technologies. When we share personal information trustingly as part of a technology-mediated service (here involving coaching or motivational encouragement), we give a discretion which can imply a moral permission for certain kinds of data processing and sharing that might otherwise be morally problematic. Since delivery of the coaching, encouragement and requests for information occur via the technology, this is the most natural object of trust. Third, trust provides the basis for a distinctive approach to the ethics of designing behavior change technologies, in which the designer’s role is to invite the user to trust the technology and at the same time to avoid the risk of “over-trust” and pathological trust. People need to see, or at least to be able to find out easily, whether advice from the technology is based on reliable expert information. There is a world of possibilities for making reliable cues and information available in the world around the person, and within the technology. (shrink)

In his paper, The Transparency of Experience, M.G.F. Martin has put forward a well- known – though not always equally well understood – argument for the disjunctivist, and against the intentional, approach to perceptual experiences. In this article, I intend to do four things: (i) to present the details of Martin’s complex argument; (ii) to defend its soundness against orthodox intentionalism; (iii) to show how Martin’s argument speaks as much in favour of experiential intentionalism as it speaks in favour (...) of disjunctivism; and (iv) to argue that there is a related reason to prefer experiential intentionalism over Martin’s version of disjunctivism. (shrink)

In this paper I consider the project of offering an evolutionary debunking explanation for transparency in doxastic deliberation. I examine Nicole Dular and Nikki Fortier’s (2021) attempt at such a project. I suggest that their account faces a dilemma. On the one horn, their explanation of transparency involves casting our mechanisms for belief formation as solely concerned with truth. I argue that this is explanatorily inadequate when we take a wider view of our belief formation practices. I show (...) that Dular and Fortier overstate the extent to which adaptive non-evidentially supported beliefs are rare, and the implausibility of disjunctive evolutionary systems. They should allow a role for the non-truth directed behaviour of our mechanisms of belief formation. On the other hand, we might restrict the explanation offered by Dular and Fortier to the deliberative context, that is, we might understand them as allowing for non-evidential belief formation outside of the deliberative context, but as identifying the key to explaining transparency in the truth-directed evolutionary mechanisms as they operate in the deliberative context. However, this would land them on the second horn of the dilemma: we would then have no different an explanation to one I have offered elsewhere (2018), an explanation which Dular and Fortier explicitly put aside as engaged in a project different from their own. I finish by briefly considering some broader implications relating to explaining transparency, the nature of belief, and the prospects for pragmatism. I conclude that Dular and Fortier’s debunking explanation of transparency bestows an implausible role for truth in fixing our beliefs, or, if it doesn’t, then we simply have the restatement of a view explicitly disavowed by the authors. We are left, then, with an explanation we ought not want, or an explanation we already had. (shrink)

Extended cognition brings with it a particular phenomenology. It has been argued that when an artifact is integrated into an agent’s cognitive system, it becomes transparent in use to the cognizing subject. In this paper, I challenge some of the assumptions underlying how the transparency of artifacts is described in extended cognition theory. To this end, I offer two arguments. First, I make room for some forms of conscious thought and attention within extended cognitive routines, and I question the (...) close association drawn between attention and effort. Second, I vindicate the importance of paying careful attention to individual differences and the diverse ways in which bodies and technologies can be experienced. I end by offering some hints toward an alternative, and more accurate, account of the phenomenology of extended cognition. (shrink)

According to the thesis of transparency, subjects can attend only to the representational content of perceptual experience, never to the intrinsic properties of experience that carry this representational content, i.e., to “mental paint.” So far, arguments for and against transparency were conducted from the armchair, relying mainly on introspective observations. In this paper, we argue in favor of transparency, relying on the cognitive neuroscience of attention. We present a trilemma to those who hold that attention can be (...) directed to mental paint. Such attention is either first-order sensory, higher-order cognitive, or higher-order sensory attention. We argue that the notion of first-order sensory attention to mental paint is incompatible with the neuroscience of sensory attention; that higher-order cognitive attention to mental paint is irrelevant to transparency; and that the notion of higher-order sensory attention to mental paint has an apparently incoherent prediction. Via elimination, these considerations support the thesis of transparency. (shrink)

This paper posits that differences in corporate governance structure partly result from differences in institutional arrangements linked to business systems. We developed a new international triad of business systems: the Anglo-American, the Communitarian and the Emerging system, building on the frameworks of Choi et al. (British Academy of Management (Kynoch Birmingham) 1996, Management International Review 39, 257–279, 1999). A common factor determining the success of a corporate governance structure is the extent to which it is transparent to market forces. Such (...) transparency is more than pure financial transparency; as it can also be based on factors such as governmental, banking and other types of institutional transparency mechanism. There may also be a choice for firms to adopt voluntary corporate disclosure in situations where mandatory disclosure is not established. The Asian financial crisis of 1997–1999 and the more recent corporate governance scandals such as Enron, Andersen and Worldcom in the United States and Ahold and Parmalat in Europe show that corporate governance and business ethics issues exist throughout the world. As an illustration we focus on Asia’s emerging1 markets, as, both in view of the pressure of globalization and taking into account the institutional arrangements peculiar to the emerging business system, these issues are important there. Particularly for those who have to find an accommodation between the corporate governance structures and disclosure standards of the Emerging system and those of the Anglo-American and Communitarian systems. (shrink)

Although stockholders may benefit from information regarding the frequently substantial charitable and political contributions of the corporations they own, US corporations are typically not required to disclose any information about such payments in annual financial statements or information submitted periodically to regulatory agencies. This lack of transparency is confounded by disclosure requirements of private foundations, which a corporation may choose to establish for the purposes of administering charitable giving for the corporation. The resulting disclosure fog engendered by extant regulations (...) may be confusing to those corporation owners who would like to know what corporation contributions are being made to charities and politicians. This article enumerates the magnitude of the charitable and political gifts of 40 of the most generous public corporations in the USA, the current disclosure requirements for public companies, the role of foundations, rationales for withholding relevant information from owners, and ethically questionable strategies that corporations may use to manage those disclosures for their benefit. (shrink)

Transparency has been proposed as a way of handling value-ladenness in machine learning (ML). This article highlights limits to this strategy. I distinguish three kinds of transparency: epistemic transparency, retrospective value transparency, and prospective value transparency. This corresponds to different approaches to transparency in ML, including so-called explainable artificial intelligence and governance based on disclosing information about the design process. I discuss three sources of value-ladenness in ML—problem formulation, inductive risk, and specification gaming—and argue (...) that retrospective value transparency is only well-suited for dealing with the first, while the third raises serious challenges even for prospective value transparency. (shrink)

Proponents of the extended mind have suggested that phenomenal transparency may be important to the way we evaluate putative cases of cognitive extension. In particular, it has been suggested that in order for a bio-external resource to count as part of the machinery of the mind, it must qualify as a form of transparent equipment or transparent technology. The present paper challenges this claim. It also challenges the idea that phenomenological properties can be used to settle disputes regarding the (...) constitutional status of bio-external resources in episodes of extended cognizing. Rather than regard phenomenal transparency as a criterion for cognitive extension, we suggest that transparency is a feature of situations that support the ascription of certain cognitive/mental dispositional properties to both ourselves and others. By directing attention to the forces and factors that motivate disposition ascriptions, we arrive at a clearer picture of the role of transparency in arguments for extended cognition and the extended mind. As it turns out, transparency is neither necessary nor sufficient for cognitive extension, but this does not mean that it is entirely irrelevant to our understanding of the circumstances in which episodes of extended cognizing are apt to arise. (shrink)

This book argues that we misunderstand the importance of the topic of self-knowledge if we conceive of it merely as a puzzle about how we can know a special range of facts. Instead, we should regard it as an inducement to reflect on the nature of the relevant facts themselves, and of the kind of mind of which they hold. In this sense, the interest of the topic of self-knowledge is metaphysical rather than merely epistemological: its primary importance lies in (...) the light it can shed on what our minds are, rather than just on how we come to know certain facts about them. Appreciating this point puts us in a position to see a link between debates about how we know our own minds and the dark but intriguing idea that Jean-Paul Sartre expressed in his remark that, for a human being, "to exist is always to assume its being" in a way that implies "an understanding of human reality by itself." An implication of thus Sartrean standpoint on self-awareness, I argue, is that our primary form of self-awareness must be transparent: its focus must be, not on ourselves, but on aspects of the non-mental world presented in a way that is informed by an implicit self-awareness. Nevertheless-as I go on to argue-we are necessarily capable of transforming this implicit self-awareness, through reflection, into an explicit understanding of ourselves and our own mental states. (shrink)

This chapter explores the opportunities and limitations of the ideal of transparency in responsible innovation, by consulting the virtual case of "The Circle", a company which appears in Dave Eggers' novel The Circle. The Circle is a high-tech company with the main purpose of being responsive to societal needs. They want to eradicate unethical behaviour in society, enhance public health and make a positive impact on the environment. The ultimate goal of The Circle is to reach 100% full (...) class='Hi'>transparency in the world, which is impossible without any societal desirability. In first instance, it is free choice of people to accept and embrace the products and services of The Circle, who invest resources in keeping customers happy and in raising awareness about the dangers of privacy. The chapter concludes that The Circle meets the requirements regarding the outcomes of responsible innovation, at least to a certain extent, while at the same time, one feels unease about certain activities they undertake. (shrink)

This article re-examines Bataille’s increasingly influential notion of the sacred, with particular emphasis on the left or impure aspects of the sacred and their relationship to social structure or topology. Bataille’s understanding of the ‘sacred nucleus’ of society is examined in detail, particularly his suggestion that society endures only as the hardening of the conduits of sacred and profane around a radically heterogeneous, impure or ‘filthy’ central nucleus. For Bataille the sacred as heterogeneous is necessarily excluded from profane, homogeneous working (...) life, and is internally divided between left and right, or pure and impure aspects. The article then examines the theme of profanation in Bataille’s writing, and the emergence of what he calls ‘post-sacred’ society. Finally, the article turns to Baudrillard’s relationship to Bataille’s work, and, beyond their common indebtedness to Mauss, the author examines the thematic relationship between Bataille’s heterological sacred and Baudrillard’s notions of symbolic exchange, evil and transparency. Baudrillard’s work presents a version of heterology more adapted to the contemporary era of rampant consumerism and virtual technologies, but, as the author argues, it actually departs rather little from Bataille’s position. However, for Baudrillard, profanation generates conditions of hyper-positivity and transparency which reintroduce evil, repulsion and disorder into the social system. (shrink)

The paper argues that Gareth Evans’ argument for transparent self-knowledge is based on a conflation of doxastic transparency with ascriptive transparency. Doxastic transparency means that belief about one’s own doxastic state, e.g., the belief that one thinks that it will rain, can be warranted by ordinary empirical observation, e.g., of the weather. In contrast, ascriptive transparency says that self-ascriptions of belief, e.g., “I believe it will rain”, can be warranted by such observation. We first show that (...) the thesis of doxastic transparency is ill-motivated and then offer a non-epistemic interpretation of ascriptive transparency by reference to the theory of explicit expressive acts: “I think it will rain” requires attendance to the weather because the utterance expresses a belief about the weather, not about ourselves. This will allow us to avoid what is often called “the puzzle of transparent self-knowledge” while remaining faithful to Evans’ linguistic observations. (shrink)

This paper introduces the special issue of Diametros devoted to discussing “Expertise, Disagreement, and Trust in Vaccine Science and Policy. The Importance of Transparency in a World of Experts” by Alberto Giubilini, Rachel Gur-Arie, and Euzebiusz Jamrozik. In their article, Giubilini et al. argue that expert transparency—particularly regarding disagreements among experts—is ethically crucial for securing public trust in vaccine policy. Several contributors to this issue expand upon that claim. For example, Maciej Macuga proposes that transparency is necessary (...) to make coercive vaccination policies morally legitimate, and Lucie White interprets the core disagreement surrounding vaccine recommendations as a divergence in underlying values. Other authors challenge aspects of Giubilini et al.’s position: Udo Schüklenk and Ben Almassi caution that greater transparency may not bolster trust or improve vaccine uptake, while Ezio Di Nucci presents an analytical argument showing that a purely epistemic notion of expertise leads to paradoxical conclusions—namely, that experts should care neither about trustworthiness, nor trust. Jamie Watson emphasizes that it is the reliable process of producing scientific knowledge that grounds expert trustworthiness. Finally, Elena Popa and Richard Matthews argue that redistributions of power, both in society at large and within expert communities, are necessary to foster genuine trust. (shrink)

Anti-individualists hold that having a thought with a certain intentional content is a relational rather than an intrinsic property of the subject. Some anti-individualists also hold that thought-content serves to explain the subject’s cognitive perspective. Since there seems to be a tension between these two views, much discussed in the philosophical literature, attempts have been made to resolve it. In an attempt to reconcile these views, and in relation to perception-based demonstrative thoughts, Stalnaker (Our knowledge of the internal world, Oxford (...) University Press, Oxford, 2008) argues that an anti-individualist account of the facts that determine thought-content can be reconciled with a suitably qualified version of a principle of epistemic transparency. Acknowledging this, and in agreement with the view that thought-content should serve to explain the subject’s cognitive perspective, I argue that, his intentions notwithstanding, this view of transparency of thought-contents does not serve to explain the subject’s cognitive perspective on Stalnaker’s own terms and that the intricacies involved in his argumentation for saving his anti-individualist project are indirectly supportive of an individualist account of the subject’s cognitive perspective. In so doing, I leave intact some of his key claims that are plausible in their own right. (shrink)