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Advanced communication protocols are critical to enable the coexistence of autonomous robots with humans. Thus, the development of explanatory capabilities is an urgent first step toward autonomous robots. This survey provides an overview…

Artificial Intelligence · Computer Science 2021-05-07 Tatsuya Sakai , Takayuki Nagai

The demand for social robots in fields like healthcare, education, and entertainment increases due to their emotional adaptation features. These robots leverage multimodal communication, incorporating speech, facial expressions, and…

Robotics · Computer Science 2024-07-31 Rita Frieske , Xiaoyu Mo , Yini Fang , Jay Nieles , Bertram E. Shi

Large language models have given social robots the ability to autonomously engage in open-domain conversations. However, they are still missing a fundamental social skill: making use of the multiple modalities that carry social…

Robotics · Computer Science 2025-08-19 Ruben Janssens , Tony Belpaeme

Foundation models are increasingly embedded in social robots, mediating not only what they say and do but also how they adapt to users over time. This shift renders traditional ``one-size-fits-all'' explanation strategies especially…

Robotics · Computer Science 2026-03-03 Fethiye Irmak Dogan , Alva Markelius , Hatice Gunes

Understanding the intentions of robots is essential for natural and seamless human-robot collaboration. Ensuring that robots have means for non-verbal communication is a basis for intuitive and implicit interaction. For this, we contribute…

Robotics · Computer Science 2024-10-03 Jan Leusmann , Steeven Villa , Thomas Liang , Chao Wang , Albrecht Schmidt , Sven Mayer

Recently, research in human-robot interaction began to consider a robot's influence at the group level. Despite the recent growth in research investigating the effects of robots within groups of people, our overall understanding of what…

Human-Computer Interaction · Computer Science 2023-12-22 Tung Nguyen , Eric Nichols , Randy Gomez

Social mediator robots facilitate human-human interactions by producing behavior strategies that positively influence how humans interact with each other in social settings. As robots for social mediation gain traction in the field of…

Robotics · Computer Science 2023-07-03 Hifza Javed , Nawid Jamali

Humans have a rich representation of the entities in their environment. Entities are described by their attributes, and entities that share attributes are often semantically related. For example, if two books have "Natural Language…

Artificial Intelligence · Computer Science 2020-11-23 Mohamadreza Faridghasemnia , Daniele Nardi , Alessandro Saffiotti

Service and assistive robots are increasingly being deployed in dynamic social environments; however, ensuring transparent and explainable interactions remains a significant challenge. This paper presents a multimodal explainability module…

Robotics · Computer Science 2026-04-09 Oluwadamilola Sotomi , Devika Kodi , Aliasghar Arab

Understanding how people interact with their surroundings and each other is essential for enabling robots to act in socially compliant and context-aware ways. While 3D Scene Graphs have emerged as a powerful semantic representation for…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Ermanno Bartoli , Dennis Rotondi , Buwei He , Patric Jensfelt , Kai O. Arras , Iolanda Leite

Multi-agent models are a suitable starting point to model complex social interactions. However, as the complexity of the systems increase, we argue that novel modeling approaches are needed that can deal with inter-dependencies at different…

Artificial Intelligence · Computer Science 2018-09-25 Frank Dignum

Recently the field of Human-Robot Interaction gained popularity, due to the wide range of possibilities of how robots can support humans during daily tasks. One form of supportive robots are socially assistive robots which are specifically…

Human-Computer Interaction · Computer Science 2023-03-15 Jan Leusmann , Chao Wang , Michael Gienger , Albrecht Schmidt , Sven Mayer

Interactions within human societies are usually regulated by social norms. If robots are to be accepted into human society, it is essential that they are aware of and capable of reasoning about social norms. In this paper, we focus on how…

Artificial Intelligence · Computer Science 2024-10-30 Stevan Tomic , Federico Pecora , Alessandro Saffiotti

The use of social robots as instruments for social mediation has been gaining traction in the field of Human-Robot Interaction (HRI). So far, the design of such robots and their behaviors is often driven by technological platforms and…

As robots are increasingly deployed in real-world scenarios, a key question is how to best transfer knowledge learned in one environment to another, where shifting constraints and human preferences render adaptation challenging. A central…

Human-Computer Interaction · Computer Science 2022-05-18 Andreea Bobu , Andi Peng

The effectiveness of human-robot interaction often hinges on the ability to cultivate engagement - a dynamic process of cognitive involvement that supports meaningful exchanges. Many existing definitions and models of engagement are either…

Robotics · Computer Science 2025-12-04 Dominykas Strazdas , Magnus Jung , Jan Marquenie , Ingo Siegert , Ayoub Al-Hamadi

Effective human-robot interaction, such as in robot learning from human demonstration, requires the learning agent to be able to ground abstract concepts (such as those contained within instructions) in a corresponding high-dimensional…

Computer Vision and Pattern Recognition · Computer Science 2018-10-03 Yordan Hristov , Alex Lascarides , Subramanian Ramamoorthy

A robot operating in isolation needs to reason over the uncertainty in its model of the world and adapt its own actions to account for this uncertainty. Similarly, a robot interacting with people needs to reason over its uncertainty over…

Robotics · Computer Science 2017-08-07 Stefanos Nikolaidis , Jodi Forlizzi , David Hsu , Julie Shah , Siddhartha Srinivasa

Group processes refer to the dynamics that occur within a group and are critical for understanding how groups function. With robots being increasingly placed within small groups, improving these processes has emerged as an important…

Robotics · Computer Science 2025-12-15 Thomas H. Weisswange , Hifza Javed , Manuel Dietrich , Malte F. Jung , Nawid Jamali

We present a new typology for classifying signals from robots when they communicate with humans. For inspiration, we use ethology, the study of animal behaviour and previous efforts from literature as guides in defining the typology. The…

Robotics · Computer Science 2023-02-09 Patrick Holthaus , Trenton Schulz , Gabriella Lakatos , Rebekka Soma