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How can we enable users to create effective, perception-driven task plans for collaborative robots? We conducted a 35-person user study with the Behavior Tree-based CoSTAR system to determine which strategies for end user creation of…

Robotics · Computer Science 2018-11-08 Chris Paxton , Felix Jonathan , Andrew Hundt , Bilge Mutlu , Gregory D. Hager

This paper presents a novel framework enabling end-users to perform the management of complex robotic workplaces using a tablet and augmented reality. The framework allows users to commission the workplace comprising different types of…

Robotics · Computer Science 2023-06-16 Michal Kapinus , Zdeněk Materna , Daniel Bambušek , Vítězslav Beran , Pavel Smrž

End-user development allows everyday users to tailor service robots or applications to their needs. One user-friendly approach is natural language programming. However, it encounters challenges such as an expansive user expression space and…

Human-Computer Interaction · Computer Science 2024-07-31 Yate Ge , Yi Dai , Run Shan , Kechun Li , Yuanda Hu , Xiaohua Sun

Robotic manipulation is challenging due to discontinuous dynamics, as well as high-dimensional state and action spaces. Data-driven approaches that succeed in manipulation tasks require large amounts of data and expert demonstrations,…

Programming social robots is challenging for novice robot programmers due to required expertise in planning, interaction design, and programming. While large language models (LLMs) hold significant promise through code generation from…

Human-Computer Interaction · Computer Science 2026-05-28 Arissa J. Sato , Callie Y. Kim , Nathan Thomas White , Abhinav Maneesh , Yuqing Wang , Hui-Ru Ho , Bilge Mutlu

Many industrial tasks-such as sanding, installing fasteners, and wire harnessing-are difficult to automate due to task complexity and variability. We instead investigate deploying robots in an assistive role for these tasks, where the robot…

Robotics · Computer Science 2024-01-24 Michael Hagenow , Emmanuel Senft , Robert Radwin , Michael Gleicher , Michael Zinn , Bilge Mutlu

The control architecture of autonomous robots can be developed by programming and integrating multiple software components that individually control separate behaviors. This approach requires additional mechanisms to coordinate their…

Robotics · Computer Science 2021-03-12 Martin Molina , Pablo Santamaria , Abraham Carrera

How can we enable novice users to create effective task plans for collaborative robots? Must there be a tradeoff between generalizability and ease of use? To answer these questions, we conducted a user study with the CoSTAR system, which…

Robotics · Computer Science 2017-03-24 Chris Paxton , Felix Jonathan , Andrew Hundt , Bilge Mutlu , Gregory D. Hager

Many real-world tasks are intuitive for a human to perform, but difficult to encode algorithmically when utilizing a robot to perform the tasks. In these scenarios, robotic systems can benefit from expert demonstrations to learn how to…

We propose an instructions-based approach for robot programming where the programmer interacts with the robot by issuing simple commands in a scripting language, like python. Internally, these commands make use of pre-programmed motion and…

Robotics · Computer Science 2024-07-30 Rafael de la Guardia

Generating robot motion that fulfills multiple tasks simultaneously is challenging due to the geometric constraints imposed by the robot. In this paper, we propose to solve multi-task problems through learning structured policies from human…

Robotics · Computer Science 2021-03-12 M. Asif Rana , Anqi Li , Dieter Fox , Sonia Chernova , Byron Boots , Nathan Ratliff

The main novelty of the proposed approach is that it allows a robot to learn an end-to-end policy which can adapt to changes in the environment during execution. While goal conditioning of policies has been studied in the RL literature,…

Defining sound and complete specifications for robots using formal languages is challenging, while learning formal specifications directly from demonstrations can lead to over-constrained task policies. In this paper, we propose a Bayesian…

Robotics · Computer Science 2020-12-01 Ankit Shah , Samir Wadhwania , Julie Shah

This paper presents a novel concept for intuitive end-user programming of robots, inspired by natural interaction between humans. Natural language and supportive gestures are translated into robot programs using large language models (LLMs)…

Robotics · Computer Science 2026-04-08 Bijan Kavousian , Petar Tesic , Oliver Petrovic , Christian Brecher

Model-based planning and execution systems offer a principled approach to building flexible autonomous robots that can perform diverse tasks by automatically combining a host of basic skills. This idea is almost as old as modern robotics.…

Robotics · Computer Science 2025-05-08 Or Wertheim , Ronen I. Brafman

Recent works introduce general-purpose robot policies. These policies provide a strong prior over how robots should behave -- e.g., how a robot arm should manipulate food items. But in order for robots to match an individual person's needs,…

Robotics · Computer Science 2026-03-05 Benjamin A. Christie , Sagar Parekh , Dylan P. Losey

Robot developers develop various types of robots for satisfying users' various demands. Users' demands are related to their backgrounds and robots suitable for users may vary. If a certain developer would offer a robot that is different…

Robotics · Computer Science 2022-12-20 Jun Takamatsu , Kazuhiro Sasabuchi , Naoki Wake , Atsushi Kanehira , Katsushi Ikeuchi

Robot skills systems are meant to reduce robot setup time for new manufacturing tasks. Yet, for dexterous, contact-rich tasks, it is often difficult to find the right skill parameters. One strategy is to learn these parameters by allowing…

Robotics · Computer Science 2022-08-03 Matthias Mayr , Carl Hvarfner , Konstantinos Chatzilygeroudis , Luigi Nardi , Volker Krueger

In this paper we present an open source educational robot, designed both to engage children in an affective and social interaction, and to be programmable also in its social and affective behaviour. Indeed the robot, in addition to classic…

Robotics · Computer Science 2022-03-15 Cristina Gena , Claudio Mattutino , Enrico Mosca , Alberto Lillo

Mixed Reality (MR) has recently shown great success as an intuitive interface for enabling end-users to teach robots. Related works have used MR interfaces to communicate robot intents and beliefs to a co-located human, as well as developed…

Robotics · Computer Science 2022-03-23 Eric Rosen , Sreehari Rammohan , Devesh Jha