Explanation Strategies as an Empirical-Analytical Lens for Socio-Technical Contextualization of Machine Learning Interpretability

During a research project in which we developed a machine learning (ML) driven visualization system for non-ML experts, we reflected on interpretability research in ML, computer-supported collaborative work and human-computer interaction. We found that while there are manifold technical approaches, these often focus on ML experts and are evaluated in decontextualized empirical studies. We hypothesized that participatory design research may support the understanding of stakeholders' situated sense-making in our project, yet, found guidance regarding ML interpretability inexhaustive. Building on philosophy of technology, we formulated explanation strategies as an empirical-analytical lens explicating how technical explanations mediate the contextual preferences concerning people's interpretations. In this paper, we contribute a report of our proof-of-concept use of explanation strategies to analyze a co-design workshop with non-ML experts, methodological implications for participatory design research, design implications for explanations for non-ML experts and suggest further investigation of technological mediation theories in the ML interpretability space.

SEPs licensing across the supply chain: an antitrust perspective

The rise of the Internet of Things (IoT) and the development of 5G are set to add a new layer of complexity to the current practice of standard essential patents (SEPs) licensing. While, until recently, the debate has centred on the nature of fair, reasonable and non-discriminatory (FRAND) commitments and the mechanisms to avoid hold-up and reverse hold-up problems between licensors and licensees, a new hotly-debated issue has now emerged. At its core is the question of whether SEP holders should be required to grant a FRAND licence to any implementer seeking a licence, including component makers (the so-called ‘licence-to-all’ approach), or if they should be allowed freely to target the supply-chain level at which the licence is to be granted (the so-called ‘access-for-all’ approach). After providing an up-to-date overview of the current legal and economic debate, this article focuses on the most recent antitrust case law dealing with the matter on both sides of the Atlantic and argues that no sound economic and legal bases which favour licence-to-all solutions can be identified. * The authors would like to thank the anonymous referees, Luigi Federico Signorini and the participants in the 2021 Annual Conference of European Policy for Intellectual Property (EPIP), in the 38th Annual Conference of the European Law and Economics Association (EALE), in the TILTing Perspectives 2021 (Tilburg University), and in the 16th Annual Conference of the Academic Society for Competition Law (ASCOLA). The study was conducted as part of the research activities promoted by the DEEP-IN (Digital Ecosystem, Economic Policy and Innovation) Research Network. The author is grateful for the financial support received. Any opinions expressed in this paper are personal and are not to be attributed to the Bank of Italy. The first is Half-Causation Branching, which allows the logical mapping of the inventing space, within which the imaginary invention is located. Implementing this tool reveals two alternative nearby inventions, which if left out of the sought patent protection would render any eventually granted patent practically worthless. Following that, Half-Causation Encapsulation comes to the rescue by allowing the encapsulation of the original imaginary invention, plus the two alternative nearby ones, all in a manner that provides the all-important unity of invention On the one hand, patent agents are not supposed to contribute to their client’s inventive concept to the extent that they become co-inventors. On the other hand, scientists and engineers are not supposed to dedicate so much time and effort to learning about complex patent laws as to become patent agents. Arguably, each should aim to excel in their discipline. However, a structured dialogue should be considerably helpful to each and to the patent process as a whole. It is proposed that Half-Causation, with its logical structure, can provide a basis for such a dialogue. Besides targeting a readership in patent practices and theory, this paper should be of interest to multiple readerships, for example in engineering design, medical discovery and philosophy of technology.

How Half-Causation can enlighten the drafting of patent claims

The author’s 2019 article ‘If You Wish to Invent Then Follow the Half-Causation Method’ presented ‘Half-Causation’, which is a philosophical model for the systemization of the invention process. It consists of five phases of reasoning, each terminating with taking a ‘logical branch’. This paper has two objectives. The first (and preliminary) objective is to introduce a readership in patent practices (and theory) to Half-Causation. The second (and primary) objective is to highlight how Half-Causation can be practically useful to patent practitioners (and perhaps ultimately theorists), specifically in terms of enlightening the drafting of patent claims. In order to do this effectively, the reader is presented with a case which they can engage with to see for themselves how Half-Causation can help, step by step. The presented case was the subject of the USPTO’s 2019 patent drafting competition. It consists of rather convoluted instructions received from an ‘imaginary’ client about their ‘imaginary’ invention. The case is an excellent opportunity to illustrate how Half-Causation as a philosophical model can be practically useful. Two Half-Causation tools are implemented. The first is Half-Causation Branching, which allows the logical mapping of the inventing space, within which the imaginary invention is located. Implementing this tool reveals two alternative nearby inventions, which if left out of the sought patent protection would render any eventually granted patent practically worthless. Following that, Half-Causation Encapsulation comes to the rescue by allowing the encapsulation of the original imaginary invention, plus the two alternative nearby ones, all in a manner that provides the all-important unity of invention On the one hand, patent agents are not supposed to contribute to their client’s inventive concept to the extent that they become co-inventors. On the other hand, scientists and engineers are not supposed to dedicate so much time and effort to learning about complex patent laws as to become patent agents. Arguably, each should aim to excel in their discipline. However, a structured dialogue should be considerably helpful to each and to the patent process as a whole. It is proposed that Half-Causation, with its logical structure, can provide a basis for such a dialogue. Besides targeting a readership in patent practices and theory, this paper should be of interest to multiple readerships, for example in engineering design, medical discovery and philosophy of technology.

Values that Matter: A New Method to Design and Assess Moral Mediation of Technology

In this article, we aim to strengthen the basis of designing for values, by relating it to philosophy of technology. We start by discussing several theories to understand technology-induced value mediation: mediation approach, technology assessment methods, and types of value change. We continue by connecting these theories to design practice by proposing a new design for values methodology: Values that Matter. This methodology provides the means to evaluate moral mediation of technology during the design process and to responsibly design for it. The methodology is explained by the redesign of continuous vital sign monitoring technology in hospitalized patients.

Technikos autonomijos problema Gilbert’o Simondono filosofijoje

In this article, an important part of Simondon’s philosophy of technology (mainly as it is elaborated in On the Mode of Existence of Technical Objects) is presented and situated within a broader context of philosophy of technology and contemporary trends of technological development. The hypothesis suggests that one of the main motives behind such Simondon’s ideas as a reconciliation between culture and technics, the need for mechanology, etc. is to dispel the metaphysical view of autonomous position of technology as uncontrollable destiny in contemporary societies. However, Simondon’s position remains inherently ambivalent here: even though it is culture that should incorporate and govern technology, culture still must accomodate itself to the actual state of technology developed by technicians. A mystifying element in Simondon’s philosophy of technology remains, as the philosopher privileges a technician as being grounded in and having access to the pre-individual state of nature. It is argued that the development of technology should be more democratized and put under rational control of society.

Introduction: The crisis of African Studies and Philosophy in the epoch of The Fourth Industrial Revolution

The very claim of the historical instance of the Fourth Industrial Revolution (4IR) is increasingly being subjected to critical interrogation from a variety of cultural and ideological perspectives. From an Afrocentric theory of history, this questioning of the ontology of the 4IR is sharpened by Africa’s experience of the claimed progressive mutation of global industrial progress from the “first” to this “fourth” revolution. Africa experienced the first industrial revolution as a European revolution in the exploitation of her natural and human resources, as well as the despoliation of her cultural-epistemic sovereignty. The challenge to fully engage in the theorisation of this 4IR, given the overwhelming and inexorable effects of its digital technologies on the personhood, sociality and geopolitical state of Africa has exposed the critical need for a set of rigorous Africanist analytical tools and epistemological approaches capable of guiding Africa’s appropriation of this techno-social revolution. This essay introduces the collection of research papers that have been selected for their endeavour to meet this challenge. It is highlighted that all of them move from a unique approach that asserts that technological progress is historical-cultural and socially embedded. Some of them address the question of the historico-ontological status of the 4IR innovatively with original African methodological tools, while others demonstrate how an African epistemology can be applied to issues such a digital virtual communities and robotics. This contribution to the bourgeoning field of African Philosophy of Technology is admired as work in progress.

Ethics and Technology: An Analysis of Rick and Morty

In this article, we argue that the animated TV-show Rick and Morty depicts several important and relevant themes about the impact of technology in contemporary societies. By using certain concepts and ideas from the philosophy of technology, especially from thinkers like Jacques Ellul, Jacques Derrida, Neil Postman, and George Ritzer, we investigate how this show brings to the fore certain ontological and ethical assumptions and problems that stem from the advance of technology. We shall use the term technopolitical thinking to refer to these core assumptions and principles which are inherent in contemporary technological societies. By providing various examples from certain episodes and scenes of the show, we shall illustrate how this animated series can provide a basis for a more extensive discussion.

Decolonizing Philosophy of Technology: Learning from Bottom-Up and Top-Down Approaches to Decolonial Technical Design

The decolonial theory understands that Western Modernity keeps imposing itself through a triple mutually reinforcing and shaping imprisonment: coloniality of power, coloniality of knowledge, and coloniality of being. Technical design has an essential role in either maintaining or overcoming coloniality. In this article, two main approaches to decolonizing the technical design are presented. First is Yuk Hui’s and Ahmed Ansari’s proposals that, revisiting or recovering the different histories and philosophies of technology produced by humankind, intend to decolonize the minds of philosophers and engineers/architects/designers as a pre-condition for such decolonial designs to take place. I call them top-down approaches. Second is some technical design initiatives that, being developed alongside marginalized/subalternate people, intend to co-construct decolonial sociotechnical solutions through a committed, decolonizing, and careful dialog of knowledge. I call them bottom-up approaches. Once that is done, the article’s second half derives ontological, epistemological, and political consequences from the conjugation of top-down and bottom-up approaches. Such consequences challenge some established or not yet entirely overcome understandings in the philosophy of technology (PT) and, in so doing, are meant to represent some steps in PT’s decolonization. Even though both top-down and bottom-up approaches are considered, the article’s main contributions are associated with (bottom-up) decolonial technical design practices, whose methodologies and outcomes are important study cases for PT and whose practitioners (i.e., decolonial designers) can be taken as inspiring examples for philosophers who want to decolonize/enlarge PT or make it decolonial (that is, a way of fostering decoloniality).