A review of robot learning for manipulation: Challenges, representations, and algorithms

O Kroemer, S Niekum, G Konidaris - Journal of machine learning research, 2021 - jmlr.org
A key challenge in intelligent robotics is creating robots that are capable of directly
interacting with the world around them to achieve their goals. The last decade has seen …

Reinforcement learning in robotics: A survey

J Kober, JA Bagnell, J Peters - The International Journal of …, 2013 - journals.sagepub.com
Reinforcement learning offers to robotics a framework and set of tools for the design of
sophisticated and hard-to-engineer behaviors. Conversely, the challenges of robotic …

[图书][B] Developmental robotics: From babies to robots

A Cangelosi, M Schlesinger - 2015 - books.google.com
A comprehensive overview of an interdisciplinary approach to robotics that takes direct
inspiration from the developmental and learning phenomena observed in children's …

Active learning of inverse models with intrinsically motivated goal exploration in robots

A Baranes, PY Oudeyer - Robotics and Autonomous Systems, 2013 - Elsevier
We introduce the Self-Adaptive Goal Generation Robust Intelligent Adaptive Curiosity
(SAGG-RIAC) architecture as an intrinsically motivated goal exploration mechanism which …

Intrinsic motivation systems for autonomous mental development

PY Oudeyer, F Kaplan… - IEEE transactions on …, 2007 - ieeexplore.ieee.org
Exploratory activities seem to be intrinsically rewarding for children and crucial for their
cognitive development. Can a machine be endowed with such an intrinsic motivation …

[HTML][HTML] What is intrinsic motivation? A typology of computational approaches

PY Oudeyer, F Kaplan - Frontiers in neurorobotics, 2007 - frontiersin.org
Intrinsic motivation, the causal mechanism for spontaneous exploration and curiosity, is a
central concept in developmental psychology. It has been argued to be a crucial mechanism …

[PDF][PDF] Intrinsically motivated learning of hierarchical collections of skills

AG Barto, S Singh, N Chentanez - Proceedings of the 3rd International …, 2004 - Citeseer
Humans and other animals often engage in activities for their own sakes rather than as steps
toward solving practical problems. Psychologists call these intrinsically motivated behaviors …

Value systems for developmental cognitive robotics: A survey

K Merrick - Cognitive Systems Research, 2017 - Elsevier
This paper surveys value systems for developmental cognitive robotics. A value system
permits a biological brain to increase the likelihood of neural responses to selected external …

How can we define intrinsic motivation?

PY Oudeyer, F Kaplan - the 8th international conference on …, 2008 - inria.hal.science
Intrinsic motivation is a crucial mechanism for open-ended cognitive development since it is
the driver of spontaneous exploration and curiosity. Yet, it has so far only been …

GRAIL: A goal-discovering robotic architecture for intrinsically-motivated learning

VG Santucci, G Baldassarre… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we present goal-discovering robotic architecture for intrisically-motivated
learning (GRAIL), a four-level architecture that is able to autonomously: 1) discover changes …