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Understanding user interface (UI) functionality is a useful yet challenging task for both machines and people. In this paper, we investigate a machine learning approach for screen correspondence, which allows reasoning about UIs by mapping…

Human-Computer Interaction · Computer Science 2023-01-23 Jason Wu , Amanda Swearngin , Xiaoyi Zhang , Jeffrey Nichols , Jeffrey P. Bigham

To learn directed behaviors in complex environments, intelligent agents need to optimize objective functions. Various objectives are known for designing artificial agents, including task rewards and intrinsic motivation. However, it is…

Artificial Intelligence · Computer Science 2022-02-15 Danijar Hafner , Pedro A. Ortega , Jimmy Ba , Thomas Parr , Karl Friston , Nicolas Heess

Object detection plays a deep role in visual systems by identifying instances for downstream algorithms. In industrial scenarios, however, a slight change in manufacturing systems would lead to costly data re-collection and human annotation…

Robotics · Computer Science 2021-08-04 Tung-I Chen , Jen-Wei Wang , Winston H. Hsu

Representing a scene and its constituent objects from raw sensory data is a core ability for enabling robots to interact with their environment. In this paper, we propose a novel approach for scene understanding, leveraging a hierarchical…

Robotics · Computer Science 2023-02-08 Toon Van de Maele , Tim Verbelen , Pietro Mazzaglia , Stefano Ferraro , Bart Dhoedt

Human-robot interaction is becoming an interesting area of research in cognitive science, notably, for the study of social cognition. Interaction theorists consider primary intersubjectivity a non-mentalist, pre-theoretical, non-conceptual…

Robotics · Computer Science 2021-02-05 Hendry F. Chame , Ahmadreza Ahmadi , Jun Tani

How can multiple humans interact with multiple robots? The goal of our research is to create an effective interface that allows multiple operators to collaboratively control teams of robots in complex tasks. In this paper, we focus on a key…

Robotics · Computer Science 2021-02-02 Jayam Patel , Tyagaraja Ramaswamy , Zhi Li , Carlo Pinciroli

While there has been remarkable progress recently in the fields of manipulation and locomotion, mobile manipulation remains a long-standing challenge. Compared to locomotion or static manipulation, a mobile system must make a diverse range…

Robotics · Computer Science 2024-05-14 Shagun Uppal , Ananye Agarwal , Haoyu Xiong , Kenneth Shaw , Deepak Pathak

Understanding human perceptions of robot performance is crucial for designing socially intelligent robots that can adapt to human expectations. Current approaches often rely on surveys, which can disrupt ongoing human-robot interactions. As…

Humans have developed the capability to teach relevant aspects of new or adapted tasks to a social peer with very few task demonstrations by making use of scaffolding strategies that leverage prior knowledge and importantly prior joint…

Robotics · Computer Science 2023-05-26 Anna-Lisa Vollmer , Daniel Leidner , Michael Beetz , Britta Wrede

This paper investigates sensory perception's pivotal role as a universal communicative bridge across varied cultures and disciplines, and how it manifests its value in the study of media art, human computer interaction and artificial…

Multimedia · Computer Science 2024-11-11 Xindi Kang , Xuanyang Huang , Mingdong Song , Varvara Guljajeva , JoAnn Kuchera-Morin

This paper comprehensively surveys research trends in imitation learning for contact-rich robotic tasks. Contact-rich tasks, which require complex physical interactions with the environment, represent a central challenge in robotics due to…

Robotics · Computer Science 2025-06-17 Toshiaki Tsuji , Yasuhiro Kato , Gokhan Solak , Heng Zhang , Tadej Petrič , Francesco Nori , Arash Ajoudani

As collaborative robots enter industrial shop floors, logistics, and manufacturing, rapid and flexible evaluation of human-machine interaction has become more important. The availability of consumer headsets for virtual and augmented…

Robotics · Computer Science 2022-09-21 Khaled Kassem , Florian Michahelles

To be useful in everyday environments, robots must be able to observe and learn about objects. Recent datasets enable progress for classifying data into known object categories; however, it is unclear how to collect reliable object data…

Robotics · Computer Science 2019-01-18 Abhishek Venkataraman , Brent Griffin , Jason J. Corso

Active perception is a fundamental skill that enables us humans to deal with uncertainty in our inherently partially observable environment. For senses such as touch, where the information is sparse and local, active perception becomes…

Robotics · Computer Science 2026-05-12 Tim Schneider , Cristiana de Farias , Roberto Calandra , Liming Chen , Jan Peters

Physical agents that can autonomously generate engaging, life-like behaviour will lead to more responsive and interesting robots and other autonomous systems. Although many advances have been made for one-to-one interactions in well…

Human-Computer Interaction · Computer Science 2020-06-25 Lingheng Meng , Daiwei Lin , Adam Francey , Rob Gorbet , Philip Beesley , Dana Kulić

Consider a prosthetic arm, learning to adapt to its user's control signals. We propose Interaction-Grounded Learning for this novel setting, in which a learner's goal is to interact with the environment with no grounding or explicit reward…

Machine Learning · Computer Science 2021-07-15 Tengyang Xie , John Langford , Paul Mineiro , Ida Momennejad

Consider the problem setting of Interaction-Grounded Learning (IGL), in which a learner's goal is to optimally interact with the environment with no explicit reward to ground its policies. The agent observes a context vector, takes an…

Machine Learning · Computer Science 2022-10-13 Tengyang Xie , Akanksha Saran , Dylan J. Foster , Lekan Molu , Ida Momennejad , Nan Jiang , Paul Mineiro , John Langford

At its core, information access and seeking is an interactive process. In existing search engines, interactions are limited to a few pre-defined actions, such as "requery", "click on a document", "scrolling up/down", "going to the next…

Information Retrieval · Computer Science 2024-07-17 Mohammad Aliannejadi , Jacek Gwizdka , Hamed Zamani

Robotic vision for human-robot interaction and collaboration is a critical process for robots to collect and interpret detailed information related to human actions, goals, and preferences, enabling robots to provide more useful services to…

Robotics · Computer Science 2023-07-31 Nicole Robinson , Brendan Tidd , Dylan Campbell , Dana Kulić , Peter Corke

Mobile robots, performing long-term manipulation activities in human environments, have to perceive a wide variety of objects possessing very different visual characteristics and need to reliably keep track of these throughout the execution…

Robotics · Computer Science 2019-04-01 Ferenc Balint-Benczedi , Michael Beetz
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