Interactive robot learning: an overview

M Chetouani - ECCAI Advanced Course on Artificial Intelligence, 2021 - Springer
How do people teach robots tasks? Here, we focus on main methods and models enabling
humans to teach embodied social agents such as social robots, using natural interaction …

Socially guided machine learning

AL Thomaz, C Breazeal, AG Barto, R Picard - 2006 - scholarworks.umass.edu
Social interaction will be key to enabling robots and machines in general to learn new tasks
from ordinary people (not experts in robotics or machine learning). Everyday people who …

Experiments in socially guided machine learning: understanding how humans teach

AL Thomaz, G Hoffman, C Breazeal - … of the 1st ACM SIGCHI/SIGART …, 2006 - dl.acm.org
In Socially Guided Machine Learning we explore the ways in which machine learning can
more fully take advantage of natural human interaction. In this work we are studying the role …

[PDF][PDF] Interactive learning and its role in pervasive robotics

C Matuszek, D Fox, N FitzGerald… - UMBC Computer Science …, 2012 - csee.umbc.edu
As robots have become lower-cost, more ubiquitous, and more capable, the importance of
enabling untrained users to interact with them has increased. Such robots have the potential …

Exploiting social partners in robot learning

M Cakmak, N DePalma, RI Arriaga, AL Thomaz - Autonomous Robots, 2010 - Springer
Social learning in robotics has largely focused on imitation learning. Here we take a broader
view and are interested in the multifaceted ways that a social partner can influence the …

[图书][B] Robot learning from human teachers

S Chernova, AL Thomaz - 2022 - books.google.com
Learning from Demonstration (LfD) explores techniques for learning a task policy from
examples provided by a human teacher. The field of LfD has grown into an extensive body …

Learning tasks and skills together from a human teacher

B Akgun, K Subramanian, J Shim… - Proceedings of the AAAI …, 2011 - ojs.aaai.org
We are interested in developing Learning from Demonstration (LfD) systems that are tailored
to be used by everyday people. We highlight and tackle the issues of skill learning, task …

Teaching robots social autonomy from in situ human supervision

E Senft - 2018 - plymouth.researchcommons.org
Traditionally the behaviour of social robots has been programmed. However, increasingly
there has been a focus on letting robots learn their behaviour to some extent from example …

[PDF][PDF] Learning social interaction from the wizard: A proposal

WB Knox, S Spaulding, C Breazeal - Workshops at the Twenty-Eighth …, 2014 - cdn.aaai.org
Learning from demonstration (LfD) is a widely-used technique for programming robot
behavior. Despite its flexibility and applicability to a wide range of tasks, LfD is most typically …

Effects of social exploration mechanisms on robot learning

M Cakmak, N DePalma, AL Thomaz… - RO-MAN 2009-The …, 2009 - ieeexplore.ieee.org
Social learning in robotics has largely focused on imitation learning. Here we take a broader
view and are interested in the multifaceted ways that a social partner can influence the …