Overcoming the pitfalls of prediction error in operator learning for bilevel planning

N Kumar, W McClinton, R Chitnis, T Silver… - arXiv preprint arXiv …, 2022 - arxiv.org
Bilevel planning, in which a high-level search over an abstraction of an environment is used
to guide low-level decision-making, is an effective approach to solving long-horizon tasks in …

Bluesky: Combining task planning and activity-centric access control for assistive humanoid robots

S Bayreuther, F Jacob, M Grotz, R Kartmann… - Proceedings of the 27th …, 2022 - dl.acm.org
In the not too distant future, assistive humanoid robots will provide versatile assistance for
coping with everyday life. In their interactions with humans, not only safety, but also security …

Learning temporal task models from human bimanual demonstrations

CRG Dreher, T Asfour - 2022 IEEE/RSJ International …, 2022 - ieeexplore.ieee.org
Learning temporal relations between actions in a bimanual manipulation task is important
for capturing the constraints of actions required to achieve the task's goal. However, given …

Action selection and execution in everyday activities: A cognitive robotics and situation model perspective

D Vernon, J Albert, M Beetz, SC Chiou… - Topics in cognitive …, 2022 - Wiley Online Library
We examine the mechanisms required to handle everyday activities from the standpoint of
cognitive robotics, distinguishing activities on the basis of complexity and transparency. Task …

C-GRAIL: Autonomous Reinforcement Learning of Multiple and Context-Dependent Goals

VG Santucci, D Montella… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
When facing the problem of autonomously learning to achieve multiple goals, researchers
typically focus on problems where each goal can be solved using just one policy. However …

Knowledge Representation and Reasoning

M Beetz - 2022 - direct.mit.edu
Robots are already making large strides in their abilities, but as the generalizable
knowledge repre senta tion prob lem is addressed, the growth of robot capabilities will begin …

Segmentation and classification of robot skills from demonstrations

A TOMASONI - 2022 - politesi.polimi.it
The shift in demand towards more customised products is driving small and medium-sized
enterprises to adopt flexible solutions for their production systems. The ability to quickly …

[PDF][PDF] Intuitive Robot Programming for Novice and Expert User

IP von Robotern - scholar.archive.org
Robots have revolutionized industrial automation. Automation has many advantages—for
employees and companies alike—and counteracts the shortage of skilled workers. That is …

[PDF][PDF] Portals and Spaces: An Egocentric Knowledge Representation for Reasoning About Actions and its Implementation

C Geib, J Rye, V Sarathy - advancesincognitivesystems.github …
While there is significant research in the psychology literature that human's use of egocentric
representations of space, almost all work in AI plan recognition and planning has assumed …