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Autonomous robots operating in open and changing environments cannot always rely on predefined inputs, outputs, and action routines. Although existing learning methods enable robots to improve their performance through environmental…

人工智能 · 计算机科学 2026-05-26 Hong Su

Social media is daily creating massive multimedia content with paired image and text, presenting the pressing need to automate the vision and language understanding for various multimodal classification tasks. Compared to the commonly…

计算与语言 · 计算机科学 2023-03-28 Chunpu Xu , Jing Li

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…

机器人学 · 计算机科学 2025-08-19 Ruben Janssens , Tony Belpaeme

With robots becoming increasingly prevalent in various domains, it has become crucial to equip them with tools to achieve greater fluency in interactions with humans. One of the promising areas for further exploration lies in human trust. A…

机器人学 · 计算机科学 2025-04-08 Haley N. Green , Tariq Iqbal

Cognitive science suggests that the self-representation is critical for learning and problem-solving. However, there is a lack of computational methods that relate this claim to cognitively plausible robots and reinforcement learning. In…

机器人学 · 计算机科学 2020-11-16 Phuong D. H. Nguyen , Manfred Eppe , Stefan Wermter

Deep learning's success in perception, natural language processing, etc. inspires hopes for advancements in autonomous robotics. However, real-world robotics face challenges like variability, high-dimensional state spaces, non-linear…

机器人学 · 计算机科学 2025-01-28 Sven Behnke

We are approaching a future where social robots will progressively become widespread in many aspects of our daily lives, including education, healthcare, work, and personal use. All of such practical applications require that humans and…

人工智能 · 计算机科学 2021-10-19 Nguyen Tan Viet Tuyen , Oya Celiktutan

To enhance human-robot social interaction, it is essential for robots to process multiple social cues in a complex real-world environment. However, incongruency of input information across modalities is inevitable and could be challenging…

机器人学 · 计算机科学 2023-03-14 Di Fu , Fares Abawi , Hugo Carneiro , Matthias Kerzel , Ziwei Chen , Erik Strahl , Xun Liu , Stefan Wermter

As AI technologies progress, social acceptance of AI agents, including intelligent virtual agents and robots, is becoming even more important for more applications of AI in human society. One way to improve the relationship between humans…

人机交互 · 计算机科学 2023-05-12 Takahiro Tsumura , Seiji Yamada

When cooperating with a human, a robot should not only care about its environment and task but also develop an understanding of the partner's reasoning. To support its human partner in complex tasks, the robot can share information that it…

机器人学 · 计算机科学 2021-09-06 Moritz C. Buehler , Jürgen Adamy , Thomas H. Weisswange

Machine learning has witnessed remarkable breakthroughs in recent years. As machine learning permeates various aspects of daily life, individuals and organizations increasingly interact with these systems, exhibiting a wide range of social…

机器学习 · 计算机科学 2024-08-06 Han Shao

As human-robot collaboration is becoming more widespread, there is a need for a more natural way of communicating with the robot. This includes combining data from several modalities together with the context of the situation and background…

人机交互 · 计算机科学 2024-04-03 Petr Vanc , Radoslav Skoviera , Karla Stepanova

Social anxiety is a prevalent condition that affects interpersonal interactions and social functioning. Recent advances in artificial intelligence and social robotics offer new opportunities to examine social anxiety in the human-robot…

机器人学 · 计算机科学 2025-11-18 Vesna Poprcova , Iulia Lefter , Matthias Wieser , Martijn Warnier , Frances Brazier

Social interactions form the foundation of human societies. Artificial intelligence has made significant progress in certain areas, but enabling machines to seamlessly understand social interactions remains an open challenge. It is…

人机交互 · 计算机科学 2024-10-02 Sangmin Lee , Minzhi Li , Bolin Lai , Wenqi Jia , Fiona Ryan , Xu Cao , Ozgur Kara , Bikram Boote , Weiyan Shi , Diyi Yang , James M. Rehg

To enable humanoid robots to share our social space we need to develop technology for easy interaction with the robots using multiple modes such as speech, gestures and share our emotions with them. We have targeted this research towards…

机器学习 · 计算机科学 2020-01-14 Shruti Jaiswal , Gora Chand Nandi

How human-like do conversational robots need to look to enable long-term human-robot conversation? One essential aspect of long-term interaction is a human's ability to adapt to the varying degrees of a conversational partner's engagement…

The high request for autonomous and flexible HRI implies the necessity of deploying Machine Learning (ML) mechanisms in the robot control. Indeed, the use of ML techniques, such as Reinforcement Learning (RL), makes the robot behaviour,…

机器人学 · 计算机科学 2020-05-13 Marco Matarese , Silvia Rossi , Alessandra Sciutti , Francesco Rea

Emotion recognition is a core research area at the intersection of artificial intelligence and human communication analysis. It is a significant technical challenge since humans display their emotions through complex idiosyncratic…

人机交互 · 计算机科学 2018-09-14 Paul Pu Liang , Amir Zadeh , Louis-Philippe Morency

Evaluation metrics in machine learning are often hardly taken as loss functions, as they could be non-differentiable and non-decomposable, e.g., average precision and F1 score. This paper aims to address this problem by revisiting the…

机器学习 · 计算机科学 2022-03-01 Tao Huang , Zekang Li , Hua Lu , Yong Shan , Shusheng Yang , Yang Feng , Fei Wang , Shan You , Chang Xu

Socialbots are software-driven user accounts on social platforms, acting autonomously (mimicking human behavior), with the aims to influence the opinions of other users or spread targeted misinformation for particular goals. As socialbots…

社会与信息网络 · 计算机科学 2022-03-01 Thai Le , Long Tran-Thanh , Dongwon Lee