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Non-Associative Learning and the Iterant Deformable Sensorimotor Medium

Tristan Gillard 1 Alain Dutech 2, 1 Jérémy Fix 1 
1 BISCUIT - Bio-Inspired, Situated and Cellular Unconventional Information Technologies
LORIA - AIS - Department of Complex Systems, Artificial Intelligence & Robotics
Abstract : What drives the behavior of an organism ? That fundamental question has been addressed in the literature for a variety of organisms and through different angles. For some species, part of the answer lies in the associative learning mechanisms but there also exists more widespread non-associative learning mechanisms. Habituation and Sensitization, the first translating behaviorally in a response decrease while the second in a response increase, are two such mechanisms that are so widely observed in the phylogeny that it suggests their fundamental role in behavioral learning. In this context, we propose new computational mechanisms of learning inspired by habituation and sensitization as described by biologists. These models are seen as extensions to the Iterant Deformable Sensorimotor Medium (IDSM), a conceptual model of habits formation from an artificial agent perspective as self-reinforcing sensorimotor behavioral patterns. It is an intermediate model between neuronal models and macroscopic behavior models.
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https://hal.inria.fr/hal-03672726
Contributor : Alain Dutech Connect in order to contact the contributor
Submitted on : Friday, May 20, 2022 - 12:11:34 PM
Last modification on : Monday, May 30, 2022 - 3:06:25 PM

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  • HAL Id : hal-03672726, version 1

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Tristan Gillard, Alain Dutech, Jérémy Fix. Non-Associative Learning and the Iterant Deformable Sensorimotor Medium. [Research Report] RR-9472, Inria Nancy - Grand Est. 2022, pp.50. ⟨hal-03672726⟩

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