Intelligent Behaviour as Adaptive Control Guided by Accurate Prediction
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| Názov: | Intelligent Behaviour as Adaptive Control Guided by Accurate Prediction |
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| Autori: | Poth, Nina Laura, Tjøstheim, Trond A., Stephens, Andreas |
| Prispievatelia: | Lund University, Joint Faculties of Humanities and Theology, Departments, Department of Philosophy, Cognitive Science, Lunds universitet, Humanistiska och teologiska fakulteterna, Institutioner, Filosofiska institutionen, Kognitionsvetenskap, Originator, Lund University, Profile areas and other strong research environments, Strategic research areas (SRA), eSSENCE: The e-Science Collaboration, Lunds universitet, Profilområden och andra starka forskningsmiljöer, Strategiska forskningsområden (SFO), eSSENCE: The e-Science Collaboration, Originator, Lund University, Joint Faculties of Humanities and Theology, Departments, Department of Philosophy, Cognitive modeling, Lunds universitet, Humanistiska och teologiska fakulteterna, Institutioner, Filosofiska institutionen, Kognitiv modellering, Originator, Lund University, Profile areas and other strong research environments, Lund University Profile areas, LU Profile Area: Natural and Artificial Cognition, Lunds universitet, Profilområden och andra starka forskningsmiljöer, Lunds universitets profilområden, LU profilområde: Naturlig och artificiell kognition, Originator, Lund University, Joint Faculties of Humanities and Theology, Departments, Department of Philosophy, Lunds universitet, Humanistiska och teologiska fakulteterna, Institutioner, Filosofiska institutionen, Originator, Lund University, Joint Faculties of Humanities and Theology, Departments, Department of Philosophy, Theoretical Philosophy, Lunds universitet, Humanistiska och teologiska fakulteterna, Institutioner, Filosofiska institutionen, Teoretisk filosofi, Originator |
| Zdroj: | Proceedings. 126(12) |
| Predmety: | Humanities and the Arts, Philosophy, Ethics and Religion, Humaniora och konst, Filosofi, etik och religion, Social Sciences, Psychology, Psychology (excluding Applied Psychology), Samhällsvetenskap, Psykologi, Psykologi (exklusive tillämpad psykologi), Natural Sciences, Computer and Information Sciences, Computer Sciences, Naturvetenskap, Data- och informationsvetenskap (Datateknik), Datavetenskap (Datalogi) |
| Popis: | We build on the predictive processing framework to show that intelligent behaviour is adaptive control, driven by accurate prediction and uncertainty reduction in dynamic environments with limited information. We argue that adaptive control arises through a process of re-concretisation, where learned abstractions are grounded in new situations via embodiment. We use this as an explanation of why AI models often generalise at the cost of detail while biological systems manage to tailor their predictions towards specific environments over time. On this basis, we utilise the notion of embodied prediction to provide a new distinction between biological intelligence and the performance illustrated by AI systems. |
| Prístupová URL adresa: | https://doi.org/10.3390/proceedings2025126012 |
| Databáza: | SwePub |
Nájsť tento článok vo Web of Science | Abstrakt: | We build on the predictive processing framework to show that intelligent behaviour is adaptive control, driven by accurate prediction and uncertainty reduction in dynamic environments with limited information. We argue that adaptive control arises through a process of re-concretisation, where learned abstractions are grounded in new situations via embodiment. We use this as an explanation of why AI models often generalise at the cost of detail while biological systems manage to tailor their predictions towards specific environments over time. On this basis, we utilise the notion of embodied prediction to provide a new distinction between biological intelligence and the performance illustrated by AI systems. |
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| ISSN: | 25043900 |
| DOI: | 10.3390/proceedings2025126012 |