Recent advances in robot learning from demonstration

H Ravichandar, AS Polydoros… - Annual review of …, 2020 - annualreviews.org
In the context of robotics and automation, learning from demonstration (LfD) is the paradigm
in which robots acquire new skills by learning to imitate an expert. The choice of LfD over …

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 …

Interactive language: Talking to robots in real time

C Lynch, A Wahid, J Tompson, T Ding… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
We present a framework for building interactive, real-time, natural language-instructable
robots in the real world, and we open source related assets (dataset, environment …

What matters in learning from offline human demonstrations for robot manipulation

A Mandlekar, D Xu, J Wong, S Nasiriany… - arxiv preprint arxiv …, 2021 - arxiv.org
Imitating human demonstrations is a promising approach to endow robots with various
manipulation capabilities. While recent advances have been made in imitation learning and …

Toward teaching by demonstration for robot-assisted minimally invasive surgery

H Su, A Mariani, SE Ovur, A Menciassi… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Learning manipulation skills from open surgery provides more flexible access to the organ
targets in the abdomen cavity and this could make the surgical robot working in a highly …

Dynamic movement primitives in robotics: A tutorial survey

M Saveriano, FJ Abu-Dakka… - … Journal of Robotics …, 2023 - journals.sagepub.com
Biological systems, including human beings, have the innate ability to perform complex
tasks in a versatile and agile manner. Researchers in sensorimotor control have aimed to …

Model-free reinforcement learning from expert demonstrations: a survey

J Ramírez, W Yu, A Perrusquía - Artificial Intelligence Review, 2022 - Springer
Reinforcement learning from expert demonstrations (RLED) is the intersection of imitation
learning with reinforcement learning that seeks to take advantage of these two learning …

Variable impedance control and learning—a review

FJ Abu-Dakka, M Saveriano - Frontiers in Robotics and AI, 2020 - frontiersin.org
Robots that physically interact with their surroundings, in order to accomplish some tasks or
assist humans in their activities, require to exploit contact forces in a safe and proficient …

Imitating task and motion planning with visuomotor transformers

M Dalal, A Mandlekar, C Garrett, A Handa… - arxiv preprint arxiv …, 2023 - arxiv.org
Imitation learning is a powerful tool for training robot manipulation policies, allowing them to
learn from expert demonstrations without manual programming or trial-and-error. However …

The fifth industrial revolution as a transformative step towards society 5.0

R Ziatdinov, MS Atteraya, R Nabiyev - Societies, 2024 - mdpi.com
This concept paper aims to shed light on the emergence of the first to the fifth industrial
revolutions, their evolution, and their transformative steps towards Society 5.0. By explaining …