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- W1556695557 abstract "Open-ended exploration and learning in the real world is a major challenge of developmental robotics. Three properties of real-world sensorimotor spaces provide important conceptual and technical challenges: unlearnability, high dimensionality, and unboundedness. In this chapter, we argue that exploration in such spaces needs to be constrained and guided by several combined developmental mechanisms. While intrinsic motivation, that is, curiosity-driven learning, is a key mechanism to address this challenge, it has to be complemented and integrated with other developmental constraints, in particular: sensorimotor primitives and embodiment, task space representations, maturational processes (i.e., adaptive changes of the embodied sensorimotor apparatus), and social guidance. We illustrate and discuss the potential of such an integration of developmental mechanisms in several robot learning experiments." @default.
- W1556695557 created "2016-06-24" @default.
- W1556695557 creator A5080846930 @default.
- W1556695557 creator A5085903884 @default.
- W1556695557 creator A5091887839 @default.
- W1556695557 date "2012-11-10" @default.
- W1556695557 modified "2023-09-30" @default.
- W1556695557 title "Intrinsically Motivated Learning of Real-World Sensorimotor Skills with Developmental Constraints" @default.
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- W1556695557 doi "https://doi.org/10.1007/978-3-642-32375-1_13" @default.
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