BIASeD: Bringing Irrationality into Automated System Design
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http://hdl.handle.net/10045/132001
Título: | BIASeD: Bringing Irrationality into Automated System Design |
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Autor/es: | Gulati, Aditya | Lozano, Miguel Angel | Lepri, Bruno | Oliver, Nuria |
Grupo/s de investigación o GITE: | Laboratorio de Investigación en Visión Móvil (MVRLab) |
Centro, Departamento o Servicio: | Universidad de Alicante. Departamento de Ciencia de la Computación e Inteligencia Artificial |
Palabras clave: | Cognitive Biases | Heuristics | Human Machine Collaboration |
Fecha de publicación: | 26-ene-2023 |
Editor: | CEUR |
Cita bibliográfica: | Proceedings of the Thinking Fast and Slow and Other Cognitive Theories in AI a AAAI 2022 Fall Symposium, Westin Arlington Gateway in Arlington, Virginia, November 17-19, 2022. CEUR Workshop Proceedings, Vol-3332 |
Resumen: | Human perception, memory and decision-making are impacted by tens of cognitive biases and heuristics that influence our actions and decisions. Despite the pervasiveness of such biases, they are generally not leveraged by today’s Artificial Intelligence (AI) systems that model human behavior and interact with humans. In this theoretical paper, we claim that the future of human-machine collaboration will entail the development of AI systems that model, understand and possibly replicate human cognitive biases. We propose the need for a research agenda on the interplay between human cognitive biases and Artificial Intelligence. We categorize existing cognitive biases from the perspective of AI systems, identify three broad areas of interest and outline research directions for the design of AI systems that have a better understanding of our own biases. |
Patrocinador/es: | Aditya Gulati and Nuria Oliver are supported by a nominal grant received at the ELLIS Unit Alicante Foundation from the Regional Government of Valencia in Spain (Convenio Singular signed with Generalitat Valenciana, Conselleria d’Innovació, Universitats, Ciència i Societat Digital, Dirección General para el Avance de la Sociedad Digital). Aditya Gulati is also supported by a grant by the Banc Sabadell Foundation. |
URI: | http://hdl.handle.net/10045/132001 |
ISSN: | 1613-0073 |
Idioma: | eng |
Tipo: | info:eu-repo/semantics/conferenceObject |
Derechos: | © 2022 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). |
Revisión científica: | si |
Versión del editor: | https://ceur-ws.org/Vol-3332/ |
Aparece en las colecciones: | INV - MVRLab - Comunicaciones a Congresos, Conferencias, etc. |
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