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Scene graphs are powerful representations that parse images into their abstract semantic elements, i.e., objects and their interactions, which facilitates visual comprehension and explainable reasoning. On the other hand, commonsense…

Computer Vision and Pattern Recognition · Computer Science 2020-07-21 Alireza Zareian , Svebor Karaman , Shih-Fu Chang

In this paper, we present a model for semantic memory that allows machines to collect information and experiences to become more proficient with time. Post semantic analysis of the sensory and other related data, the processed information…

Robotics · Computer Science 2021-05-25 Mohak Sukhwani , Vishakh Duggal , Said Zahrai

This paper presents a novel framework for accessible and pedagogically-grounded robot explainability, designed to support human-robot interaction (HRI) with users who have diverse cognitive, communicative, or learning needs. We combine…

Understanding narratives requires reasoning about implicit world knowledge related to the causes, effects, and states of situations described in text. At the core of this challenge is how to access contextually relevant knowledge on demand…

Computation and Language · Computer Science 2020-11-02 Antoine Bosselut , Ronan Le Bras , Yejin Choi

In recent years, autonomous agents have surged in real-world environments such as our homes, offices, and public spaces. However, natural human-robot interaction remains a key challenge. In this paper, we introduce an approach that…

Robotics · Computer Science 2024-10-15 Linus Nwankwo , Elmar Rueckert

As practitioners increasingly deploy machine learning models in critical domains such as health care, finance, and policy, it becomes vital to ensure that domain experts function effectively alongside these models. Explainability is one way…

Machine Learning · Computer Science 2022-02-07 Himabindu Lakkaraju , Dylan Slack , Yuxin Chen , Chenhao Tan , Sameer Singh

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

In Human-Robot Interaction (HRI) systems, a challenging task is sharing the representation of the operational environment, fusing symbolic knowledge and perceptions, between users and robots. With the existing HRI pipelines, users can teach…

Robotics · Computer Science 2023-01-18 E. Bartoli , F. Argenziano , V. Suriani , D. Nardi

In recent years, an increased effort has been invested to improve the capabilities of robots. Nevertheless, human-robot interaction remains a complex field of application where errors occur frequently. The reasons for these errors can…

Robotics · Computer Science 2021-08-27 Lukas Hindemith , Anna-Lisa Vollmer , Christiane B. Wiebel-Herboth , Britta Wrede

Industrial robotics is characterized by sophisticated mechanical components and highly-developed real-time control algorithms. However, the efficient use of robotic systems is very much limited by existing proprietary programming methods.…

Robotics · Computer Science 2013-03-28 Andreas Angerer , Remi Smirra , Alwin Hoffmann , Andreas Schierl , Michael Vistein , Wolfgang Reif

Effective collaboration between a robot and a person requires natural communication. When a robot travels with a human companion, the robot should be able to explain its navigation behavior in natural language. This paper explains how a…

Artificial Intelligence · Computer Science 2017-09-29 Raj Korpan , Susan L. Epstein , Anoop Aroor , Gil Dekel

As intelligent robots become more integrated into human environments, there is a growing need for intuitive and reliable Human-Robot Interaction (HRI) interfaces that are adaptable and more natural to interact with. Traditional robot…

Natural language is the most intuitive medium for us to interact with other people when expressing commands and instructions. However, using language is seldom an easy task when humans need to express their intent towards robots, since most…

Robotics · Computer Science 2022-03-28 Arthur Bucker , Luis Figueredo , Sami Haddadin , Ashish Kapoor , Shuang Ma , Rogerio Bonatti

Enabling robots to understand instructions provided via spoken natural language would facilitate interaction between robots and people in a variety of settings in homes and workplaces. However, natural language instructions are often…

Robotics · Computer Science 2020-07-22 Haonan Chen , Hao Tan , Alan Kuntz , Mohit Bansal , Ron Alterovitz

Two types of knowledge, triples from knowledge graphs and texts from documents, have been studied for knowledge aware open-domain conversation generation, in which graph paths can narrow down vertex candidates for knowledge selection…

Artificial Intelligence · Computer Science 2019-09-04 Zhibin Liu , Zheng-Yu Niu , Hua Wu , Haifeng Wang

Collaborative robots became a popular tool for increasing productivity in partly automated manufacturing plants. Intuitive robot teaching methods are required to quickly and flexibly adapt the robot programs to new tasks. Gestures have an…

Robotics · Computer Science 2024-01-04 Petr Vanc , Jan Kristof Behrens , Karla Stepanova

The visual world is very rich and generally too complex to perceive in its entirety. Yet only certain features are typically required to adequately perform some task in a given situation. Rather than hardwire-in decisions about when and…

Artificial Intelligence · Computer Science 2019-11-27 Jonathan Connell

As robots become increasingly integrated into everyday environments, intuitive communication paradigms such as natural language and end-user programming have become indispensable for specifying autonomous robot behavior. However, these…

Robotics · Computer Science 2026-05-15 Ting Li , David Porfirio

As the number of scientific publications and preprints is growing exponentially, several attempts have been made to navigate this complex and increasingly detailed landscape. These have almost exclusively taken unsupervised approaches that…

Programming industrial robots is not very intuitive, and the programmer has to be a domain expert for e.g. welding and programming to know how the task is optimally executed. For SMEs such employees are not affordable, nor cost-effective.…

Robotics · Computer Science 2015-03-18 Stefan Profanter