•  60
    In a recent paper, Erasmus et al. (2021) defend the idea that the ambiguity of the term “explanation” in explainable AI (XAI) can be solved by adopting any of four different extant accounts of explanation in the philosophy of science: the Deductive Nomological, Inductive Statistical, Causal Mechanical, and New Mechanist models. In this chapter, I show that the authors’ claim that these accounts can be applied to deep neural networks as they would to any natural phenomenon is mistaken. I also pro…Read more
  •  110
    La injusticia epistémica en el proceso penal
    with Janaina Matida
    Milan Law Review 4 (2): 114-136. 2023.
    Cada día es más evidente que existen muchas formas sutiles de exclusión y parcialidad que afectan el correcto funcionamiento de los sistemas jurídicos. El concepto de injusticia epistémica, introducido por la filósofa Miranda Fricker, ofrece una herramienta conceptual útil para comprender estas formas de exclusión y parcialidad judicial que a menudo pasan desapercibidas. En este artículo presentamos la teoría original de Fricker y algunas de las aplicaciones del concepto de injusticia epistémica…Read more
  •  1096
    Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions
    with Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lecue, Gianclaudio Malgieri, Wojciech Samek, Johannes Schneider, Timo Speith, and Simone Stumpf
    Information Fusion 106 (June 2024). 2024.
    As systems based on opaque Artificial Intelligence (AI) continue to flourish in diverse real-world applications, understanding these black box models has become paramount. In response, Explainable AI (XAI) has emerged as a field of research with practical and ethical benefits across various domains. This paper not only highlights the advancements in XAI and its application in real-world scenarios but also addresses the ongoing challenges within XAI, emphasizing the need for broader perspectives …Read more
  •  267
    Causation and the conservation of energy in general relativity
    with Sebastián Murgueitio Ramírez and James Read
    The British Journal for the Philosophy of Science. forthcoming.
    Consensus in the contemporary philosophical literature has it that conserved quantity theories of causation such as that of Dowe [2000]—according to which causation is to be analysed in terms of the exchange of conserved quantities (e.g., energy)—face damning problems when confronted with contemporary physics, where the notion of conservation becomes delicate. In particular, in general relativity it is often claimed that there simply are no conservation laws for (say) total-stress energy. If thi…Read more
  •  121
    Los problemas probatorios de la injusticia testimonial en el derecho
    Isonomía. Revista de Teoría y Filosofía Del Derecho 59 199-228. 2023.
    Resumen: Una de las formas más comunes y menos estudiadas de parcialidad judicial subjetiva es la disminución de la credibilidad otorgada a un testigo debido a un prejuicio identitario implícito del agente judicial. En la epistemología social, este fenómeno ha sido estudiado bajo la rúbrica de la injusticia testimonial. En este ensayo mostramos que para determinar la ocurrencia de un caso de injusticia testimonial en el derecho se deben cumplir tres condiciones que son imposibles de verificar em…Read more
  •  204
    Epistemic injustice in criminal procedure
    with Janaina Matida
    Revista Brasileira de Direito Processual Penal 9 (1): 11-38. 2023.
    There is a growing awareness that there are many subtle forms of exclusion and partiality that affect the correct workings of a judicial system. The concept of epistemic injustice, introduced by the philosopher Miranda Fricker, is a useful conceptual tool to understand forms of judicial partiality that often go undetected. In this paper, we present Fricker’s original theory and some of the applications of the concept of epistemic injustice in legal processes. In particular, we want to show that …Read more
  •  358
    Testimonial Injustice: The Facts of the Matter
    Review of Philosophy and Psychology 1-18. 2022.
    To verify the occurrence of a singular instance of testimonial injustice three facts must be established. The first is whether the hearer in fact has an identity prejudice of which she may or may not be aware; the second is whether that prejudice was in fact the cause of the unjustified credibility deficit; and the third is whether there was in fact a credibility deficit in the testimonial exchange. These three elements constitute the facts of the matter of testimonial injustice. In this essay w…Read more
  •  273
    An Epistemological Analysis of the Use of Reputation as Evidence
    International Journal of Evidence and Proof 25 (3): 200-216. 2021.
    Rules 405(a) and 608(a) of the Federal Rules of Evidence allow the use of testimony about a witness’s reputation to support or undermine his or her credibility in trial. This paper analyzes the evidential weight of such testimony from the point of view of social epistemology and the theory of social networks. Together they provide the necessary elements to analyze how reputation is understood in this case, and to assess the epistemic foundation of a reputational attribution. The result of the an…Read more
  •  368
    Negligent Algorithmic Discrimination
    Law and Contemporary Problems 84 (3): 19-33. 2021.
    The use of machine learning algorithms has become ubiquitous in hiring decisions. Recent studies have shown that many of these algorithms generate unlawful discriminatory effects in every step of the process. The training phase of the machine learning models used in these decisions has been identified as the main source of bias. For a long time, discrimination cases have been analyzed under the banner of disparate treatment and disparate impact, but these concepts have been shown to be ineffecti…Read more
  •  748
    Análisis jurídico de la discriminación algorítmica en los procesos de selección laboral
    with Natalia Ramírez-Bustamante
    In Natalia Angel & René Urueña (eds.), Innovación en derecho y nuevas tecnologías, Ediciones Uniandes. 2024.
    El uso de sistemas de machine learning en los procesos de selección laboral ha sido de gran utilidad para agilizarlos y volverlos más eficientes, pero al mismo tiempo ha generado problemas en términos de equidad, confiabilidad y transparencia. En este artículo comenzamos explicando los diferentes usos de la Inteligencia Artificial en los procesos de selección laboral en Estados Unidos. Presentamos los sesgos sexuales y raciales que han sido detectados en algunos de ellos y explicamos los obstácu…Read more
  •  202
    Robot Mindreading and the Problem of Trust
    In AISB Convention 2021: Communication and Conversation, Curran. pp. 140-143. 2021.
    This paper raises three questions regarding the attribution of beliefs, desires, and intentions to robots. The first one is whether humans in fact engage in robot mindreading. If they do, this raises a second question: does robot mindreading foster trust towards robots? Both of these questions are empirical, and I show that the available evidence is insufficient to answer them. Now, if we assume that the answer to both questions is affirmative, a third and more important question arises: should …Read more
  •  69
    The Pragmatic Turn in Explainable Artificial Intelligence
    Minds and Machines 29 (3): 441-459. 2019.
    In this paper I argue that the search for explainable models and interpretable decisions in AI must be reformulated in terms of the broader project of offering a pragmatic and naturalistic account of understanding in AI. Intuitively, the purpose of providing an explanation of a model or a decision is to make it understandable to its stakeholders. But without a previous grasp of what it means to say that an agent understands a model or a decision, the explanatory strategies will lack a well-defin…Read more
  •  425
    Moore’s paradox and the logic of belief
    Manuscrito 43 (2): 1-15. 2020.
    Moore’s Paradox is a test case for any formal theory of belief. In Knowledge and Belief, Hintikka developed a multimodal logic for statements that express sentences containing the epistemic notions of knowledge and belief. His account purports to offer an explanation of the paradox. In this paper I argue that Hintikka’s interpretation of one of the doxastic operators is philosophically problematic and leads to an unnecessarily strong logical system. I offer a weaker alternative that captures in …Read more
  •  374
    La filosofía de la ciencia y el derecho
    In Guillermo Lariguet & Daniel González Lagier (eds.), Filosofía. Introducción para juristas, Trotta. pp. 173-199. 2022.
    Esta breve introducción a la filosofía de la ciencia parte del hecho de que tanto la investigación científica como el razonamiento probatorio judicial tienen un carácter inductivo. En esa medida, comparten características esenciales que permiten que el derecho se nutra de muchas de las reflexiones de la filosofía de la ciencia. El capítulo se concentra en cuatro temas principales: los criterios de demarcación entre el conocimiento científico y la pseudociencia; el carácter derrotable de las conc…Read more
  •  2037
    Los sesgos cognitivos y la legitimidad racional de las decisiones judiciales
    In Federico Arena, Pau Luque & Diego Moreno Cruz (eds.), Razonamiento Jurídico y Ciencias Cognitivas, Universidad Externado De Colombia. pp. 187-222. 2021.
    Los sesgos cognitivos afectan negativamente la toma de decisiones en todas las esferas de la vida, incluyendo las decisiones de los jueces. La imposibilidad de eliminarlos por completo de la práctica del derecho, o incluso de controlar sus efectos, contrasta con el anhelo de que las decisiones judiciales sean el resultado exclusivo de un razonamiento lógico-jurídico correcto. Frente el efecto sistemático, recalcitrante y porfiado de los sesgos cognitivos, una posible estrategia para disminuir su…Read more
  •  1231
    The Pragmatic Turn in Explainable Artificial Intelligence (XAI)
    Minds and Machines 29 (3): 441-459. 2019.
    In this paper I argue that the search for explainable models and interpretable decisions in AI must be reformulated in terms of the broader project of offering a pragmatic and naturalistic account of understanding in AI. Intuitively, the purpose of providing an explanation of a model or a decision is to make it understandable to its stakeholders. But without a previous grasp of what it means to say that an agent understands a model or a decision, the explanatory strategies will lack a well-defin…Read more
  •  389
    Testimony about the future dangerousness of a person has become a central staple of many judicial processes. In settings such as bail, sentencing, and parole decisions, in rulings about the civil confinement of the mentally ill, and in custody decisions in a context of domestic violence, the assessment of a person’s propensity towards physical or sexual violence is regarded as a deciding factor. These assessments can be based on two forms of expert testimony: actuarial or clinical. The purpose o…Read more
  • The book is an undergraduate-level introduction to first-order logic and proposi­tional modal logic. The book presents symbolic logic in a way that is pedagogi­cally attractive and formally rigorous. The main concepts are formally defined, in­formally explained, and illustrated with several examples. The book is aimed at philosophy majors and it includes discussions of several problems in the philosophy of logic.
  •  25
    There are several approaches to the way in which standards of proof in law should be understood. In the central article in this issue, Rodrigo Coloma suggests that they should be conceived either as thresholds either as prototypes. He also offers a taxonomy of the different uses of standards of proof, which transcends their function as error distributors. In their comments on the paper, Raymundo Gama and Claudio Agüero clarify and challenge this way of understanding standards of proof. Some of t…Read more
  •  35
    Reputation and Group Dispositions
    Review of Philosophy and Psychology 9 (3): 469-484. 2018.
    In many contexts, such as business, science and law, it is essential to determine whether a company, a product or a person in fact has the reputation attributed to it, regardless of whether that reputation has been rightly earned. In this paper I offer two necessary and jointly sufficient conditions for the attribution of a reputation to a subject within a social group. The first one concerns the way in which reputational information is spread among the members of the relevant social group; the …Read more
  •  239
    Quine y el pragmatismo clásico
    Discusiones Filosóficas 11 59-79. 2010.
    A menudo se asocia a Quine con los filósofos pragmatistas o al menos se le atribuye una posición consonante con el pragmatismo. En el presente ensayo examino la relación entre la obra de Quine y la de los pragmatistas clásicos: Peirce, James y Dewey. El recorrido por los escritos de Quine mostrará varias similitudes con la doctrina de los límites de la experiencia propuesta por James, y al mismo tiempo diferencias significativas con el naturalismo de Dewey y el pragmatismo de Peirce. El balance …Read more
  •  26
    Explanation and understanding are intimately connected notions, but the nature of that connection has generally not been considered a topic worthy of serious philosophical investigation. Most authors have avoided making reference to the notion of understanding in their accounts of explanation because they fear that any mention of the epistemic states of the individuals involved compromises the objectivity of explanation. Understanding is a pragmatic notion, they argue, and pragmatics should be k…Read more
  •  239
    El desarrollo de las artes visuales durante el siglo XX desdibujó la frontera entre aquellos objetos y artefactos que llamamos obras de arte, y aquéllos que no son merecedores de ese título. Arthur Danto ha propuesto una teoría estética a la luz de la cual sería posible volver a definir los límites del arte. En este ensayo examino dos de los aspectos más problemáticos de la teoría: la importancia excesiva que Danto le otorga al concepto de mímesis y su concepción teleológica de la historia del a…Read more
  •  3162
    Eutanasia y subjetividad
    Ideas Y Valores 47 (108): 18-30. 1998.
    Con el fin de examinar los aspectos exclusivamente morales del suicidio asistido y la eutanasia activa voluntaria, el análisis debe ser llevado a cabo independientemente de la función social de los agentes involucrados, de la opinión de los familiares del paciente terminal y del público en general, y de las consecuencias legales de dichas acciones. En consecuencia, en el presente ensayo se analiza un imaginario caso neutral, aislado del contexto natural de la eutanasia y el suicidio asistido. Ut…Read more
  •  590
    La prueba testimonial y la epistemología del testimonio
    Isonomía. Revista de Teoría y Filosofía Del Derecho 40 95-118. 2014.
    Durante los últimos años, el problema de cómo justificar aquellas creencias que se originan en testimonios ha ocupado un lugar central en la epistemología. Sin embargo, muy pocas de esas reflexiones son conocidas en el derecho probatorio. En el presente ensayo analizo la prueba testimonial a la luz de estas reflexiones con el fin de poner de manifiesto los supuestos epistemológicos de algunos principios procesales. En concreto, analizo la legislación colombiana y la estadounidense en el marco de…Read more
  •  238
    In this paper I defend the idea that there is a sense in which it is meaningful and useful to talk about objective understanding, and that to characterize that notion it is necessary to formulate an account of explanation that makes reference to the beliefs and epistemic goals of the participants in a cognitive enterprise. Using the framework for belief revision developed by Isaac Levi, I analyze the conditions that information must fulfill to be both potentially explanatory and epistemically va…Read more
  •  139
    In this paper I critically examine the notion of explanation used in Artificial Intelligence in general, and in the theory of belief revision in particular. I focus on two of the best known accounts in the literature: Pagnucco’s abductive expansion functions and Gärdenfors’ counterfactual analysis. I argue that both accounts are at odds with the way in which this notion has historically been understood in philosophy. They are also at odds with the explanatory strategies used in actual scientific…Read more
  •  612
    Aunque el derecho probatorio y el derecho procesal se han dedicado desde siempre al estudio de los problemas relacionados con las pruebas y el establecimiento de los hechos en los procesos judiciales, el énfasis ha estado siempre en el aspecto formal, doctrinal y procedimental en detrimento de los fundamentos filosóficos y teóricos. Durante los últimos años ha habido un intento sostenido de explorar estos fundamentos combinando no sólo las herramientas tradicionales proporcionadas por la lógica,…Read more