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 …

World models and predictive coding for cognitive and developmental robotics: Frontiers and challenges

T Taniguchi, S Murata, M Suzuki, D Ognibene… - Advanced …, 2023 - Taylor & Francis
Creating autonomous robots that can actively explore the environment, acquire knowledge
and learn skills continuously is the ultimate achievement envisioned in cognitive and …

Semantics for robotic map**, perception and interaction: A survey

S Garg, N Sünderhauf, F Dayoub… - … and Trends® in …, 2020 - nowpublishers.com
For robots to navigate and interact more richly with the world around them, they will likely
require a deeper understanding of the world in which they operate. In robotics and related …

From skills to symbols: Learning symbolic representations for abstract high-level planning

G Konidaris, LP Kaelbling, T Lozano-Perez - Journal of Artificial Intelligence …, 2018 - jair.org
We consider the problem of constructing abstract representations for planning in high-
dimensional, continuous environments. We assume an agent equipped with a collection of …

Interactive perception: Leveraging action in perception and perception in action

J Bohg, K Hausman, B Sankaran… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
Recent approaches in robot perception follow the insight that perception is facilitated by
interaction with the environment. These approaches are subsumed under the term …

Incremental learning of humanoid robot behavior from natural interaction and large language models

L Bärmann, R Kartmann, F Peller-Konrad… - Frontiers in Robotics …, 2024 - frontiersin.org
Natural-language dialog is key for an intuitive human–robot interaction. It can be used not
only to express humans' intents but also to communicate instructions for improvement if a …

Affordances in psychology, neuroscience, and robotics: A survey

L Jamone, E Ugur, A Cangelosi… - … on Cognitive and …, 2016 - ieeexplore.ieee.org
The concept of affordances appeared in psychology during the late 60s as an alternative
perspective on the visual perception of the environment. It was revolutionary in the intuition …

From machine learning to robotics: Challenges and opportunities for embodied intelligence

N Roy, I Posner, T Barfoot, P Beaudoin… - arxiv preprint arxiv …, 2021 - arxiv.org
Machine learning has long since become a keystone technology, accelerating science and
applications in a broad range of domains. Consequently, the notion of applying learning …

A survey of knowledge representation in service robotics

D Paulius, Y Sun - Robotics and Autonomous Systems, 2019 - Elsevier
Within the realm of service robotics, researchers have placed a great amount of effort into
learning, understanding, and representing motions as manipulations for task execution by …

[BOOK][B] Artificial cognitive systems: A primer

D Vernon - 2014 - books.google.com
A concise introduction to a complex field, bringing together recent work in cognitive science
and cognitive robotics to offer a solid grounding on key issues. This book offers a concise …