A survey on policy search algorithms for learning robot controllers in a handful of trials

K Chatzilygeroudis, V Vassiliades… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Most policy search (PS) algorithms require thousands of training episodes to find an
effective policy, which is often infeasible with a physical robot. This survey article focuses on …

Grounding language in action and perception: From cognitive agents to humanoid robots

A Cangelosi - Physics of life reviews, 2010 - Elsevier
In this review we concentrate on a grounded approach to the modeling of cognition through
the methodologies of cognitive agents and developmental robotics. This work will focus on …

[КНИГА][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 …

Evolving a diversity of virtual creatures through novelty search and local competition

J Lehman, KO Stanley - Proceedings of the 13th annual conference on …, 2011 - dl.acm.org
An ambitious challenge in artificial life is to craft an evolutionary process that discovers a
wide diversity of well-adapted virtual creatures within a single run. Unlike in nature, evolving …

Scalable co-optimization of morphology and control in embodied machines

N Cheney, J Bongard… - Journal of The Royal …, 2018 - royalsocietypublishing.org
Evolution sculpts both the body plans and nervous systems of agents together over time. By
contrast, in artificial intelligence and robotics, a robot's body plan is usually designed by …

Evolution of adaptive behaviour in robots by means of Darwinian selection

D Floreano, L Keller - PLoS biology, 2010 - journals.plos.org
Ever since Cicero's De Natura Deorum ii. 34., humans have been intrigued by the origin and
mechanisms underlying complexity in nature. Darwin suggested that adaptation and …

Robogen: Robot generation through artificial evolution

J Auerbach, D Aydin, A Maesani… - Artificial Life …, 2014 - direct.mit.edu
Conclusions Overall, we envision RoboGen as not only an effective platform for evolving the
morphologies and controllers of manufacturable robots, but also a valuable educational tool …

An open-source simulator for cognitive robotics research: the prototype of the iCub humanoid robot simulator

V Tikhanoff, A Cangelosi, P Fitzpatrick, G Metta… - Proceedings of the 8th …, 2008 - dl.acm.org
This paper presents the prototype of a new computer simulator for the humanoid robot iCub.
The iCub is a new open-source humanoid robot developed as a result of the" RobotCub" …

On the difficulty of co-optimizing morphology and control in evolved virtual creatures

N Cheney, J Bongard, V SunSpiral… - Artificial life conference …, 2016 - direct.mit.edu
The field of evolved virtual creatures has been suspiciously stagnant in terms of
complexification of evolved agents since its inception over two decades ago. Many …

Data-efficient learning of morphology and controller for a microrobot

T Liao, G Wang, B Yang, R Lee, K Pister… - … on Robotics and …, 2019 - ieeexplore.ieee.org
Robot design is often a slow and difficult process requiring the iterative construction and
testing of prototypes, with the goal of sequentially optimizing the design. For most robots, this …