The proposed European Artificial Intelligence Act (AIA) is the first attempt to elaborate a general legal framework for AI carried out by any major global economy. As such, the AIA is likely to become a point of reference in the larger discourse on how AI systems can (and should) be regulated. In this article, we describe and discuss the two primary enforcement mechanisms proposed in the AIA: the _conformity assessments_ that providers of high-risk AI systems are expected to conduct, and (...) the _post-market monitoring plans_ that providers must establish to document the performance of high-risk AI systems throughout their lifetimes. We argue that the AIA can be interpreted as a proposal to establish a Europe-wide ecosystem for conducting AI auditing, albeit in other words. Our analysis offers two main contributions. First, by describing the enforcement mechanisms included in the AIA in terminology borrowed from existing literature on AI auditing, we help providers of AI systems understand how they can prove adherence to the requirements set out in the AIA in practice. Second, by examining the AIA from an auditing perspective, we seek to provide transferable lessons from previous research about how to refine further the regulatory approach outlined in the AIA. We conclude by highlighting seven aspects of the AIA where amendments (or simply clarifications) would be helpful. These include, above all, the need to translate vague concepts into verifiable criteria and to strengthen the institutional safeguards concerning conformity assessments based on internal checks. (shrink)

Machine unlearning (MU) is often analyzed in terms of how it can facilitate the “right to be forgotten.” In this commentary, we show that MU can support the OECD’s five principles for trustworthy AI, which are influencing AI development and regulation worldwide. This makes it a promising tool to translate AI principles into practice. We also argue that the implementation of MU is not without ethical risks. To address these concerns and amplify the positive impact of MU, we offer policy (...) recommendations across six categories to encourage the research and uptake of this potentially highly influential new technology. (shrink)

This work formalizes an informant-based structured argumentation approach in a multi-agent setting, where the knowledge base of an agent may include information provided by other agents, and each piece of knowledge comes attached with its informant. In that way, arguments are associated with the set of informants corresponding to the information they are built upon. Our approach proposes an informant-based notion of argument strength, where the strength of an argument is determined by the credibility of its informant agents. Moreover, we (...) consider that the strength of an argument is not absolute, but it is relative to the resolution of the conflicts the argument is involved in. In other words, the strength of an argument may vary from one context to another, as it will be determined by comparison to its attacking arguments (respectively, the arguments it attacks). Finally, we equip agents with the means to express reasons for or against the consideration of any piece of information provided by a given informant agent. Consequently, we allow agents to argue about the arguments’ strength through the construction of arguments that challenge (respectively, defeat) or are in favour of their informant agents. (shrink)

Introdução: A pressão expiratória final positiva-pressão expiratória final zero (PEEP-ZEEP) é uma técnica fisioterapêutica para desobstrução brônquica. Objetivo: Avaliar os efeitos agudos da PEEP-ZEEP comparada à hiperinsuflação manual (HM) em pacientes críticos traqueostomizados em relação à segurança e eficiência para higiene brônquica. Métodos: Indivíduos submetidos à ventilação mecânica invasiva por cânula de traqueostomia foram aleatorizados em dois grupos, um que recebia a técnica PEEP-ZEEP primeiramente, e outro que recebia HM. A coleta das variáveis cardiorrespiratórias foi realizada antes, 1 minuto e (...) 30 minutos após cada técnica, bem como o peso da secreção pulmonar aspirada. Resultados: Para 18 pacientes com média de idade de 66,4 (17,3) anos, não foram encontradas diferenças entre grupos para nenhuma das variáveis hemodinâmicas e respiratórias. A quantidade de secreção pulmonar removida também foi semelhante entre as técnicas. Conclusão: PEEP-ZEEP e hiperinsuflação manual não diferem entre si em relação à depuração de secreções brônquicas e variáveis cardiorrespiratórias. (shrink)

Luciano Floridi presents an innovative approach to philosophy, conceived as conceptual design. His starting-point is that reality provides the data which we transform into information. He explores how we make, transform, refine, and improve the objects of our knowledge, and defends the radical idea that knowledge is design.

New developments in the field of communication and information technology will profoundly reshape the answers to questions of deep interest for humanity and philosophy. Who are we and what kind of relationship we establish among us? The boundaries between real life and virtual life tend to evanish. We are progressively becoming part of a global “infosphere”. This candid interview with professor Floridi try to shed some light on these issues, by considering the philosophical framework developed by the “infosphere philosopher”.

What is the impact of information and communication technologies (ICTs) on the human condition? In order to address this question, in 2012 the European Commission organized a research project entitled The Onlife Initiative: concept reengineering for rethinking societal concerns in the digital transition. This volume collects the work of the Onlife Initiative. It explores how the development and widespread use of ICTs have a radical impact on the human condition.

Philosophy and Computing explores each of the following areas of technology: the digital revolution; the computer; the Internet and the Web; CD-ROMs and Mulitmedia; databases, textbases, and hypertexts; Artificial Intelligence; the future of computing. Luciano Floridi shows us how the relationship between philosophy and computing provokes a wide range of philosophical questions: is there a philosophy of information? What can be achieved by a classic computer? How can we define complexity? What are the limits of quantam computers? Is the (...) Internet an intellectual space or a polluted environment? What is the paradox in the Strong Artificial Intelligence program? Philosophy and Computing is essential reading for anyone wishing to fully understand both the development and history of information and communication technology as well as the philosophical issues it ultimately raises. (shrink)

Can knowledge provide its own justification? This sceptical challenge - known as the problem of the criterion - is one of the major issues in the history of epistemology, and this volume provides its first comprehensive study, in a span of time that goes from Sextus Empiricus to Quine. After an essential introduction to the notions of knowledge and of philosophy of knowledge, the book provides a detailed reconstruction of the history of the problem. There follows a conceptual analysis of (...) its logical features, and a comparative examination of a phenomenology of solutions that have been suggested in the course of the history of philosophy in order to overcome it, from Descartes to Popper. In this context, an indirect approach to the problem of the criterion is defended as the most successful strategy against the sceptical challenge. (shrink)

The use of “levels of abstraction” in philosophical analysis (levelism) has recently come under attack. In this paper, I argue that a refined version of epistemological levelism should be retained as a fundamental method, called the method of levels of abstraction. After a brief introduction, in section “Some Definitions and Preliminary Examples” the nature and applicability of the epistemological method of levels of abstraction is clarified. In section “A Classic Application of the Method ofion”, the philosophical fruitfulness of the new (...) method is shown by using Kant’s classic discussion of the “antinomies of pure reason” as an example. In section “The Philosophy of the Method of Abstraction”, the method is further specified and supported by distinguishing it from three other forms of “levelism”: (i) levels of organisation; (ii) levels of explanation and (iii) conceptual schemes. In that context, the problems of relativism and antirealism are also briefly addressed. The conclusion discusses some of the work that lies ahead, two potential limitations of the method and some results that have already been obtained by applying the method to some long-standing philosophical problems. (shrink)

Luciano Floridi presents a book that will set the agenda for the philosophy of information. PI is the philosophical field concerned with the critical investigation of the conceptual nature and basic principles of information, including its dynamics, utilisation, and sciences, and the elaboration and application of information-theoretic and computational methodologies to philosophical problems. This book lays down, for the first time, the conceptual foundations for this new area of research. It does so systematically, by pursuing three goals. Its metatheoretical (...) goal is to describe what the philosophy of information is, its problems, approaches, and methods. Its introductory goal is to help the reader to gain a better grasp of the complex and multifarious nature of the various concepts and phenomena related to information. Its analytic goal is to answer several key theoretical questions of great philosophical interest, arising from the investigation of semantic information. (shrink)

This work fulfills the need for a conceptual and technical framework to improve understanding of Information Quality (IQ) and Information Quality standards. The meaning and practical implementation of IQ are addressed, as it is relevant to any field where there is a need to handle data and issues such as accessibility, accuracy, completeness, currency, integrity, reliability, timeliness, usability, the role of metrics and so forth are all a part of Information Quality. -/- In order to support the cross-fertilization of theory (...) and practice, the latest research is presented in this book. The perspectives of experts from beyond the origins of IQ in computer science are included: library and information science practitioners and academics, philosophers of information, of engineering and technology, and of science are all contributors to this volume. -/- The chapters in this volume are based on the work of a collaborative research project involving the Arts and Humanities Research Council and Google and led by Professor Luciano Floridi, University of Oxford. -/- This work will be of interest to anyone handling data, including those from commercial, public, governmental and academic organizations. The expert editors’ contributions introduce issues of interest to scientists, database curators and philosophers, even though the issues may be disguised in the language and examples common to a different discipline. (shrink)

Luciano Floridi develops the first ethical framework for dealing with the new challenges posed by Information and Communication Technologies. He establishes the conceptual foundations of Information Ethics by exploring important metatheoretical and introductory issues, and answering key theoretical questions of great philosophical interest.

The prelims comprise: Introduction Semantic Information The Mathematical Theory of Communication Some Philosophical Approaches to Semantic Information Conclusion Acknowledgments Some Web Resources.

The article investigates the sceptical challenge from an informationtheoretic perspective. Its main goal is to articulate and defend the view that either informational scepticism is radical, but then it is epistemologically innocuous because redundant; or it is moderate, but then epistemologically beneficial because useful. In order to pursue this cooptation strategy, the article is divided into seven sections. Section 1 sets up the problem. Section 2 introduces Borei numbers as a convenient way to refer uniformly to (the data that individuate) (...) different possible worlds. Section 3 adopts the Hamming distance between Borei numbers as a metric to calculate the distance between possible worlds. In Sects. 4 and 5, radical and moderate informational scepticism are analysed using Borei numbers and Hamming distances, and shown to be either harmless (extreme form) or actually fruitful (moderate form). Section 6 further clarifies the approach by replying to some potential objections. In the conclusion, the Peircean nature of the overall approach is briefly discussed. (shrink)

This book offers a synthesis of investigations on the ethics, governance and policies affecting the design, development and deployment of artificial intelligence. Each chapter can be read independently, but the overall structure of the book provides a complementary and detailed understanding of some of the most pressing issues brought about by AI and digital innovation. Given its modular nature, it is a text suitable for readers who wish to gain a reliable orientation about the ethics of AI and for experts (...) who wish to know more about specific areas of the current debate. (shrink)

The digital is deeply transforming reality. Through discussion of concepts such as identity, location, presence, law and territoriality, this article explores why and how these transformations are occurring, and highlights the importance of having a design and a plan for our new digital world.

The modern abundance and prominence of data have led to the development of “data science” as a new field of enquiry, along with a body of epistemological reflections upon its foundations, methods, and consequences. This article provides a systematic analysis and critical review of significant open problems and debates in the epistemology of data science. We propose a partition of the epistemology of data science into the following five domains: (i) the constitution of data science; (ii) the kind of enquiry (...) that it identifies; (iii) the kinds of knowledge that data science generates; (iv) the nature and epistemological significance of “black box” problems; and (v) the relationship between data science and the philosophy of science more generally. (shrink)

Who are we, and how do we relate to each other? Luciano Floridi, one of the leading figures in contemporary philosophy, argues that the explosive developments in Information and Communication Technologies is changing the answer to these fundamental human questions. As the boundaries between life online and offline break down, and we become seamlessly connected to each other and surrounded by smart, responsive objects, we are all becoming integrated into an "infosphere". Personas we adopt in social media, for example, (...) feed into our 'real' lives so that we begin to live, as Floridi puts in, "onlife". Following those led by Copernicus, Darwin, and Freud, this metaphysical shift represents nothing less than a fourth revolution. "Onlife" defines more and more of our daily activity - the way we shop, work, learn, care for our health, entertain ourselves, conduct our relationships; the way we interact with the worlds of law, finance, and politics; even the way we conduct war. In every department of life, ICTs have become environmental forces which are creating and transforming our realities. How can we ensure that we shall reap their benefits? What are the implicit risks? Are our technologies going to enable and empower us, or constrain us? Floridi argues that we must expand our ecological and ethical approach to cover both natural and man-made realities, putting the 'e' in an environmentalism that can deal successfully with the new challenges posed by our digital technologies and information society. (shrink)

This paper focuses on the relation between icon and depiction and their equally central role both in verbal and in nonverbal artistic texts. For this purpose, I will examine the contact points between Jakobson and Bakhtin’s theory of text. In particular, I will dwell on Jakobson’s “Quest for the essence of language” and on Bakhtin’s “The Problem of the Text in Linguistics, Philology, and the Human Sciences.” Both Jakobson and Bakhtin build their idea of text on this dialogue between different (...) dimensions. According to Bakhtin dialogical logic is the specific logic of the text. Though indispensable in the initial phase of understanding, the first is reductive if it claims to exhaust the semantic import of the text. Both in Bakhtin and in Jakobson, this idea of text based upon a dialogue between different dimensions implies that sign expression cannot be exhausted in representation because there is something which exceeds representation. I will call this excedent element “depiction.” Depiction is what is at stake in the artistic text, what exceeds the symbolic level of representation. “Depiction” can be configured, both in verbal and non-verbal text, as an idea of iconicity which exceeds resemblance and immediate visibility. (shrink)

Three classic distinctions specify that truths can be necessary versus contingent,analytic versus synthetic, and a priori versus a posteriori. The philosopher reading this article knows very well both how useful and ordinary such distinctions are in our conceptual work and that they have been subject to many and detailed debates, especially the last two. In the following pages, I do not wish to discuss how far they may be tenable. I shall assume that, if they are reasonable and non problematic (...) in some ordinary cases, then they can be used in order to understand what kind of knowledge the maker’s knowledge is. By this I mean the sort of knowledge that Alice enjoys when she holds the information that Bob’s coffee is sweetened because she just put two spoons of sugar in it herself. The maker’s knowledge tradition is quite important but it is not mainstream in modern and analytic epistemology and lacks grounding in terms of exactly what sort of knowledge one is talking about. My suggestion is that this grounding can be provided by a minimalist approach, based on an information-theoretical analysis. In the article, I argue that we need to decouple a fourth distinction, namely informative versus uninformative, from the previous three and, in particular, from its implicit association with analytic versus synthetic and a priori versus a posteriori; such a decoupling facilitates, and is facilitated by, moving from a monoagent to a multiagent approach: the distinctions qualify a proposition, a message, or some information not just in themselves but relationally, with respect to an informational agent; the decoupling and the multiagent approach enable a re-mapping of currently available positions in epistemology on these four dichotomies; within such a re-mapping, two positions, capturing the nature of a witness’ knowledge and of a maker’s knowledge, can best be described as contingent, synthetic, a posteriori, and uninformative and as contingent, synthetic, weakly a priori, and uninformative respectively. In the conclusion, I indicate why the analysis of the maker’s knowledge has important consequences in all those cases in which the poietic intervention on a system determines the truth of the model of that system. (shrink)

John Locke says that a victim is permitted to kill a Conditional Threat in self-defense. Yet, David Rodin argues that killing is disproportionate to the harm averted and is therefore impermissible. But Rodin mischaracterizes the situation faced by a Conditional Threat victim as analyzed by Locke. In this article, I aim to provide a more satisfactory reading of Locke on self-defense against Conditional Threats, particularly of the thesis that killing involves a proportionate response to the harm averted. In addition to (...) this, I also aim to further elaborate and defend Locke's view. First, I show that a Conditional Threat deprives his victim of her freedom to act as she thinks fit, without having to depend on the Conditional Threat's arbitrary will. Second, I argue that an interest in not being deprived of one's freedom to act as one thinks fit, without having to depend on another person's arbitrary will, by a conditional threat of deadly harm, is of sufficient value to make killing a proportionate act, especially if the person is highly morally culpable. If killing also meets the necessity condition of justified self-defense (admittedly, a big “if”), it follows that Locke, not Rodin, holds the correct view. (shrink)

This article reports the findings of AI4People, an Atomium—EISMD initiative designed to lay the foundations for a “Good AI Society”. We introduce the core opportunities and risks of AI for society; present a synthesis of five ethical principles that should undergird its development and adoption; and offer 20 concrete recommendations—to assess, to develop, to incentivise, and to support good AI—which in some cases may be undertaken directly by national or supranational policy makers, while in others may be led by other (...) stakeholders. If adopted, these recommendations would serve as a firm foundation for the establishment of a Good AI Society. (shrink)

As political and economic systems of the world become increasingly globalized, education systems in developed nations have established standardized curriculum. Meanwhile, opposing interpretations of globalization, neoliberalism and progressivism, have inspired the growth of different paradigmatic models for global education. Grounded in neoliberalism, the human capital model views education as a means for preparing a skilled workforce; derived from progressivism, the world systems model focuses on educating individuals for global citizenship and civic participation. The purpose of this document analysis is two-fold: (...) (1) to examine the social studies content standards of the U.S. and other developed countries to determine how globalization is presented in state-mandated curricula, and (2) to evaluate whether the depiction of globalization in each set of standards reflects a human capital or world systems model. Our findings indicate that U.S. state content standards heavily emphasize the economics of globalization; non-U.S. standards present a more holistic picture of globalization. Consequently, U.S. standards are more aligned with a human capital model of education whereas non-U.S. standards reflect a world systems interpretation. These findings suggest that students in the U.S. are prepared differently than their counterparts in other developed countries, which has implications for international relations. (shrink)

This article develops an axiomatic theory of induction that speaks to the recent debate on Bayesian orgulity. It shows the exact principles associated with the belief that data can corroborate universal laws. We identify two types of disbelief about induction: skepticism that the existence of universal laws of nature can be determined empirically, and skepticism that the true law of nature, if it exists, can be successfully identified. We formalize and characterize these two dispositions toward induction by introducing novel axioms (...) for subjective probabilities. We also relate these dispositions to the axiom of σ-additivity. (shrink)

Artificial agents (AAs), particularly but not only those in Cyberspace, extend the class of entities that can be involved in moral situations. For they can be conceived of as moral patients (as entities that can be acted upon for good or evil) and also as moral agents (as entities that can perform actions, again for good or evil). In this paper, we clarify the concept of agent and go on to separate the concerns of morality and responsibility of agents (most (...) interestingly for us, of AAs). We conclude that there is substantial and important scope, particularly in Computer Ethics, for the concept of moral agent not necessarily exhibiting free will, mental states or responsibility. This complements the more traditional approach, common at least since Montaigne and Descartes, which considers whether or not (artificial) agents have mental states, feelings, emotions and so on. By focussing directly on mind-less morality we are able to avoid that question and also many of the concerns of Artificial Intelligence. A vital component in our approach is the Method of Abstraction for analysing the level of abstraction (LoA) at which an agent is considered to act. The LoA is determined by the way in which one chooses to describe, analyse and discuss a system and its context. The Method of Abstraction is explained in terms of an interface or set of features or observables at a given LoA. Agenthood, and in particular moral agenthood, depends on a LoA. Our guidelines for agenthood are: interactivity (response to stimulus by change of state), autonomy (ability to change state without stimulus) and adaptability (ability to change the transition rules by which state is changed) at a given LoA. Morality may be thought of as a threshold defined on the observables in the interface determining the LoA under consideration. An agent is morally good if its actions all respect that threshold; and it is morally evil if some action violates it. That view is particularly informative when the agent constitutes a software or digital system, and the observables are numerical. Finally we review the consequences for Computer Ethics of our approach. In conclusion, this approach facilitates the discussion of the morality of agents not only in Cyberspace but also in the biosphere, where animals can be considered moral agents without their having to display free will, emotions or mental states, and in social contexts, where systems like organizations can play the role of moral agents. The primary cost of this facility is the extension of the class of agents and moral agents to embrace AAs. (shrink)

This paper substitutes a structural hermeneutics for the sequential approach to the Tractatus and its manuscript, which leaves the manuscript completely unexplained. All the pieces come together only if we recognise that Wittgenstein's book is a hierarchical object that was composed following a top-down strategy. Therefore, we realise that the “summary on scattered sheets” represents the perspicuous version of the manuscript, the correlations with the Notebooks become obvious and the “supplements” can be reconstructed. A correct dating of the composition allows (...) us to understand how it was possible, without digital technologies except from an ingenious application of the decimal system, to achieve this formal masterpiece. (shrink)

This study examines how multinational corporations (MNCs) from the retail sector deal with four challenges they face when adopting Corporate Social Responsibility (CSR) policies: the challenge of developing well-performing CSR projects and programs, building competitive advantages based on CSR, responding to local stakeholder issues in the host countries and learning from different CSR experiences on a worldwide basis. Based on in-depth case studies of two globally leading retail MNCs (with strong operations in Latin America), the concept of Transverse CSR Management (...) emerged. Transverse CSR Management is defined as a distinctive form of organizational configuration that crosses different functional areas, country operations, and the boundaries of the firm. In particular, this article makes three main contributions: (1) we identify four central challenges faced by MNC managers when developing their CSR strategies; (2) we propose the concept of Transverse CSR Management to face these central challenges (together, at the same time) and identify its key elements (top management, external stakeholders, functional areas, and country subsidiaries); and (3) we propose four mechanisms (hierarchical, relational, cultural, and collaborative) through which the concept of Transverse CSR Management can be implemented by practicing managers. This study provides valuable insights for MNC managers in headquarters and subsidiaries on the issues they need to address in order to successfully deal with the four CSR-related challenges. (shrink)

An intelligent model of the incremental capacity curve of an automotive lithium-ferrophosphate battery is presented. The relative heights of the two major peaks of the IC curve can be acquired from high-current discharges, thus enabling the state of health estimation of the battery while the vehicle is being operated and in certain cases, aging mechanisms can be suggested. Our model has been validated using a large dataset representing different degradation scenarios, obtained from a recently available open-source database.

Pensare l’infosfera: La filosofia come design concettuale di Luciano Floridi è la traduzione, rivista e parziale, di un libro pubblicato in inglese sulla logica dell’informazione (The Logic of Information, Oxford University Press, Oxford 2019). All’interno della riflessione sul digitale che il filosofo italiano sta conducendo ormai da qualche decennio, questo saggio si colloca come terza parte di una tetralogia legata alla filosofia dell’informazione. I primi due volumi, The Philosophy of Information e The Ethics of Information, sono già stati pubblicati (...) rispettivamente nel 2011 e nel 2013 mentre l’ultimo, riguardante la politica dell’informazione, è in corso di stesura. Come esplicitato dallo stesso Floridi nell’introduzione, l’oggetto di indagine del testo è la filosofia stessa, precisamente rispetto al suo metodo e alla sua natura. Ciò che a essa manca è proprio uno spazio fuori di sé in cui si possa avere un dibattito su cosa sia la buona filosofia. Floridi prova a crearlo definendo la filosofia come «passione per il sapere e il capire». Questo significa che per fare buona filosofia non basta porre domande o cercare risposte ma bisogna «avere coraggio nel porre le domande giuste al momento giusto e offrire le risposte corrette, anche se spiacevoli e impopolari». La situazione in cui la riflessione è situata si potrebbe sintetizzare così: «La filosofia oggi è un po’ come un computer che ha perso memoria a causa dei bachi del sistema. Bisogna riavviarla». La base da cui far ripartire la filosofia, per Floridi, si fonda su quella che lui stesso chiama «la quarta rivoluzione», ovvero quella delle tecnologie digitali che sempre più «influenzano il modo in cui concepiamo il mondo e ci rapportiamo a esso, così come il modo in cui concepiamo noi stessi e interagiamo tra noi». (shrink)

The paper argues that the two best known formal logical fallacies, namely denying the antecedent (DA) and affirming the consequent (AC) are not just basic and simple errors, which prove human irrationality, but rather informational shortcuts, which may provide a quick and dirty way of extracting useful information from the environment. DA and AC are shown to be degraded versions of Bayes’ theorem, once this is stripped of some of its probabilities. The less the probabilities count, the closer these fallacies (...) become to a reasoning that is not only informationally useful but also logically valid. (shrink)