To the noise and back: Diffusion for shared autonomy

T Yoneda, L Sun, B Stadie, M Walter - arxiv preprint arxiv:2302.12244, 2023 - arxiv.org
Shared autonomy is an operational concept in which a user and an autonomous agent
collaboratively control a robotic system. It provides a number of advantages over the …

Generative Modeling Perspective for Control and Reasoning in Robotics

T Yoneda - arxiv preprint arxiv:2408.17041, 2024 - arxiv.org
Heralded by the initial success in speech recognition and image classification, learning-
based approaches with neural networks, commonly referred to as deep learning, have …

[HTML][HTML] Non-invasive brain-machine interface control with artificial intelligence copilots

JY Lee, S Lee, A Mishra, X Yan, B McMahan… - …, 2024 - pmc.ncbi.nlm.nih.gov
Motor brain-machine interfaces (BMIs) decode neural signals to help people with paralysis
move and communicate. Even with important advances in the last two decades, BMIs face …

Augmenting Robot Teleoperation with Shared Autonomy via Model Predictive Control

R Lima, S Saha, V Vakharia, V Vatsal… - 2024 IEEE Conference …, 2024 - ieeexplore.ieee.org
Shared autonomy enabled teleoperation systems minimise the cognitive load on an
operator by providing autonomous assistance during task execution. In contrast to prior …

[PDF][PDF] MAPLES: Model based Assistive Policy Learning for Shared-autonomy

R Lima, S Saha, K Das - mechanisms-hri.github.io
This paper presents a novel approach for shared autonomy in robot teleoperation that
utilises a policy adaptation technique. This is achieved by modelling shared autonomy as an …

Preliminary Insights into Enhancing Human-Robot Teamwork

K Momose, TR Weekes, TC Eskridge - digitalcommons.usf.edu
Advancements in robotics, artificial intelligence, and other automation have highlighted the
need for humans to work together with machines in a more flexible and collaborative fashion …