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The Metaverse is considered to be one prototype of the next-generation Internet, which contains people's expectations for the future world. However, the academic discussion of the Metaverse still mainly focused on the technical system…

Networking and Internet Architecture · Computer Science 2022-12-05 Hongyang Du , Bohao Ma , Dusit Niyato , Jiawen Kang , Zehui Xiong , Zhaohui Yang

Foundation models have gained growing interest in the IoT domain due to their reduced reliance on labeled data and strong generalizability across tasks, which address key limitations of traditional machine learning approaches. However, most…

Machine Learning · Computer Science 2025-10-10 Hui Wei , Dong Yoon Lee , Shubham Rohal , Zhizhang Hu , Ryan Rossi , Shiwei Fang , Shijia Pan

Understanding emotions is fundamental to human interaction and experience. Humans easily infer emotions from situations or facial expressions, situations from emotions, and do a variety of other affective cognition. How adept is modern AI…

Computation and Language · Computer Science 2026-02-18 Kanishk Gandhi , Zoe Lynch , Jan-Philipp Fränken , Kayla Patterson , Sharon Wambu , Tobias Gerstenberg , Desmond C. Ong , Noah D. Goodman

Affective computing has made significant strides in emotion recognition and generation, yet current approaches mainly focus on short-term pattern recognition and lack a comprehensive framework to guide affective agents toward long-term…

Human-Computer Interaction · Computer Science 2025-02-26 Bin Yin , Chong-Yi Liu , Liya Fu , Jinkun Zhang

A perennial quest in networking research is how to achieve higher quality of experience (QoE) for users without incurring more resources. This work revisits an important yet often overlooked piece of the puzzle: what should the QoE…

Networking and Internet Architecture · Computer Science 2020-08-11 Junchen Jiang , Siddhartha Sen

With advancements of next-generation programmable networks a traditional rule-based decision-making may not be able to adapt effectively to changing network and customer requirements and provide optimal customer experience. Customer…

Networking and Internet Architecture · Computer Science 2018-05-17 Haris Gacanin , Mark Wagner

Enhancements in technology always follow Consumer requirements. Consumer requires best of service with least possible mismatch and on time. Numerous applications available today are based on Web Services and Cloud Computing. Recently, there…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-02 Debajyoti Mukhopadhyay , Falguni J. Chathly , Nagesh N. Jadhav

Foundation agents have rapidly advanced in their ability to reason and interact with real environments, making the evaluation of their core capabilities increasingly important. While many benchmarks have been developed to assess agent…

Dynamic adaptive streaming over HTTP provides the work of most multimedia services, however, the nature of this technology further complicates the assessment of the QoE (Quality of Experience). In this paper, the influence of various…

Multimedia · Computer Science 2020-12-09 Aleksandr Ivchenko , Pavel Kononyuk , Alexander Dvorkovich , Liubov Antiufrieva

Existing approaches to understanding, developing and researching modern wireless communication technologies involves time-intensive and arduous process of sifting through numerous webpages and technical specification documents, gathering…

Networking and Internet Architecture · Computer Science 2023-08-11 Manikanta Kotaru

Motivated by the prowess of deep learning (DL) based techniques in prediction, generalization, and representation learning, we develop a novel framework called DeepQoE to predict video quality of experience (QoE). The end-to-end framework…

Multimedia · Computer Science 2018-04-11 Huaizheng Zhang , Han Hu , Guanyu Gao , Yonggang Wen , Kyle Guan

User eXperience (UX) is becoming increasingly important for success of software products. Yet, many companies still face various challenges in their work with UX. Part of these challenges relate to inadequate knowledge and awareness of UX…

Software Engineering · Computer Science 2016-06-30 Pariya Kashfi , Robert Feldt , Agneta Nilsson , Richard Berntsson Svensson

User experience of mobile apps is an essential ingredient that can influence the audience volumes and app revenue. To ensure good user experience and assist app development, several prior studies resort to analysis of app reviews, a type of…

Software Engineering · Computer Science 2020-10-14 Cuiyun Gao , Wenjie Zhou , Xin Xia , David Lo , Qi Xie , Michael R. Lyu

Evaluation of quality of experience (QoE) based on electroencephalography (EEG) has received great attention due to its capability of real-time QoE monitoring of users. However, it still suffers from rather low recognition accuracy. In this…

Human-Computer Interaction · Computer Science 2018-09-13 Seong-Eun Moon , Soobeom Jang , Jong-Seok Lee

The fundamental conflict between the enormous space of adaptive streaming videos and the limited capacity for subjective experiment casts significant challenges to objective Quality-of-Experience (QoE) prediction. Existing objective QoE…

Multimedia · Computer Science 2019-11-20 Zhengfang Duanmu , Wentao Liu , Diqi Chen , Zhuoran Li , Zhou Wang , Yizhou Wang , Wen Gao

In this article, we present a digital agent (DA)-assisted network management framework for future sixth generation (6G) networks considering user quality of experience (QoE). A novel QoE metric is defined by incorporating the impact of user…

Networking and Internet Architecture · Computer Science 2025-02-25 Xuemin Shen , Xinyu Huang , Jianzhe Xue , Conghao Zhou , Xiufang Shi , Weihua Zhuang

Static "human data" faces inherent limitations: it is expensive to scale and bounded by the knowledge of its creators. Continuous learning from "experience data" - interactions between agents and their environments - promises to transcend…

Point cloud video has been widely used by augmented reality (AR) and virtual reality (VR) applications as it allows users to have an immersive experience of six degrees of freedom (6DoFs). Yet there is still a lack of research on quality of…

Multimedia · Computer Science 2022-01-24 Jie Li , Xiao Wang , Zhi Liu , Qiyue Li

In the context of QoE management, network and service providers commonly rely on models that map system QoS conditions (e.g., system response time, paket loss, etc.) to estimated end user QoE values. Observable QoS conditions in the system…

Multimedia · Computer Science 2020-03-31 Tobias Hossfeld , Poul E. Heegaard , Martin Varela , Lea Skorin-Kapov , Markus Fiedler

Text emotion detection constitutes a crucial foundation for advancing artificial intelligence from basic comprehension to the exploration of emotional reasoning. Most existing emotion detection datasets rely on manual annotations, which are…

Computation and Language · Computer Science 2025-11-25 Jingyi Zhou , Senlin Luo , Haofan Chen