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Emotional intelligence in conversational AI is crucial across domains like human-computer interaction. While numerous models have been developed, they often overlook the complexity and ambiguity inherent in human emotions. In the era of…

Sound · Computer Science 2025-05-27 Jule Valendo Halim , Siyi Wang , Hong Jia , Ting Dang

Civil aviation is a cornerstone of global transportation and commerce, and ensuring its safety, efficiency and customer satisfaction is paramount. Yet conventional Artificial Intelligence (AI) solutions in aviation remain siloed and narrow,…

Artificial Intelligence · Computer Science 2026-01-19 Wenbin Li , Jingling Wu , Xiaoyong Lin. Jing Chen , Cong Chen

In the contemporary era of intelligent connectivity, Affective Computing (AC), which enables systems to recognize, interpret, and respond to human behavior states, has become an integrated part of many AI systems. As one of the most…

Computer Vision and Pattern Recognition · Computer Science 2025-02-17 Xinyu Li , Marwa Mahmoud

Emotional understanding and generation are often treated as separate tasks, yet they are inherently complementary and can mutually enhance each other. In this paper, we propose the UniEmo, a unified framework that seamlessly integrates…

Computer Vision and Pattern Recognition · Computer Science 2026-05-25 Yijie Zhu , Lingsen Zhang , Zitong Yu , Rui Shao , Tao Tan , Liqiang Nie

Wireless foundation models (WFMs) have recently demonstrated promising capabilities, jointly performing multiple wireless functions and adapting effectively to new environments. However, while current WFMs process only one modality,…

Signal Processing · Electrical Eng. & Systems 2026-02-20 Ahmed Aboulfotouh , Hatem Abou-Zeid

Over the past few years, the landscape of Artificial Intelligence (AI) has been reshaped by the emergence of Foundation Models (FMs). Pre-trained on massive datasets, these models exhibit exceptional performance across diverse downstream…

Machine Learning · Computer Science 2026-02-17 Shenghui Li , Fanghua Ye , Meng Fang , Jiaxu Zhao , Yun-Hin Chan , Edith C. H. Ngai , Thiemo Voigt

Dialogue bots have been widely applied in customer service scenarios to provide timely and user-friendly experience. These bots must classify the appropriate domain of a dialogue, understand the intent of users, and generate proper…

Computation and Language · Computer Science 2022-09-01 Keqing He , Jingang Wang , Chaobo Sun , Wei Wu

Human-computer interaction has long imagined technology that understands us-from our preferences and habits, to the timing and purpose of our everyday actions. Yet current user models remain fragmented, narrowly tailored to specific apps,…

Human-Computer Interaction · Computer Science 2025-09-23 Omar Shaikh , Shardul Sapkota , Shan Rizvi , Eric Horvitz , Joon Sung Park , Diyi Yang , Michael S. Bernstein

Multi-agent social interaction has clearly benefited from Large Language Models. However, current simulation systems still face challenges such as difficulties in scaling to diverse scenarios and poor reusability due to a lack of modular…

Physics and Society · Physics 2025-10-09 Gang Li , Jie Lin , Yining Tang , Ziteng Wang , Yirui Huang , Junyu Zhang , Shuang Luo , Chao Wu , Yike Guo

Building multisensory AI systems that learn from multiple sensory inputs such as text, speech, video, real-world sensors, wearable devices, and medical data holds great promise for impact in many scientific areas with practical benefits,…

Machine Learning · Computer Science 2024-05-01 Paul Pu Liang

The Human Cognitive Simulation Framework proposes a governed cognitive AI architecture designed to improve personalization, adaptability, and long-term coherence in human AI interaction. The framework integrates short-term memory…

Human-Computer Interaction · Computer Science 2026-01-23 Rommel Salas-Guerra

The ubiquity of payment networks generates vast transactional data encoding rich consumer and merchant behavioral patterns. Recent foundation models for transaction analysis process tabular data sequentially but rely on index-based…

Computation and Language · Computer Science 2026-01-12 Xiran Fan , Zhimeng Jiang , Chin-Chia Michael Yeh , Yuzhong Chen , Yingtong Dou , Menghai Pan , Yan Zheng

The fundamental goal of artificial intelligence (AI) is to mimic the core cognitive activities of human. Despite tremendous success in the AI research, most of existing methods have only single-cognitive ability. To overcome this limitation…

Artificial Intelligence · Computer Science 2022-06-09 Nanyi Fei , Zhiwu Lu , Yizhao Gao , Guoxing Yang , Yuqi Huo , Jingyuan Wen , Haoyu Lu , Ruihua Song , Xin Gao , Tao Xiang , Hao Sun , Ji-Rong Wen

The confluence of Artificial Intelligence and Computational Psychology presents an opportunity to model, understand, and interact with complex human psychological states through computational means. This paper presents a comprehensive,…

Artificial Intelligence · Computer Science 2025-12-16 Anant Pareek

Smart-home sensor data holds significant potential for several applications, including healthcare monitoring and assistive technologies. Existing approaches, however, face critical limitations. Supervised models require impractical amounts…

Artificial Intelligence · Computer Science 2026-02-03 Michele Fiori , Gabriele Civitarese , Flora D. Salim , Claudio Bettini

Foundation models (FMs) such as large language models have revolutionized the field of AI by showing remarkable performance in various tasks. However, they exhibit numerous limitations that prevent their broader adoption in many real-world…

Artificial Intelligence · Computer Science 2024-02-05 Debarun Bhattacharjya , Junkyu Lee , Don Joven Agravante , Balaji Ganesan , Radu Marinescu

Modeling feature interactions plays a crucial role in accurately predicting click-through rates (CTR) in advertising systems. To capture the intricate patterns of interaction, many existing models employ matrix-factorization techniques to…

Information Retrieval · Computer Science 2024-11-20 Yu Kang , Junwei Pan , Jipeng Jin , Shudong Huang , Xiaofeng Gao , Lei Xiao

Foundation models pretrained on diverse data at scale have demonstrated extraordinary capabilities in a wide range of vision and language tasks. When such models are deployed in real world environments, they inevitably interface with other…

Artificial Intelligence · Computer Science 2023-03-08 Sherry Yang , Ofir Nachum , Yilun Du , Jason Wei , Pieter Abbeel , Dale Schuurmans

This paper presents a unified spoken language model for emotional intelligence, enhanced by a novel data construction strategy termed Injected Emotional-Attribution Thinking (IEAT). IEAT incorporates user emotional states and their…

Computation and Language · Computer Science 2026-01-09 Qing Wang , Zehan Li , Yaodong Song , Hongjie Chen , Jian Kang , Jie Lian , Jie Li , Yongxiang Li , Xuelong Li

Foundation models for vision and language are the basis of AI applications across numerous sectors of society. The success of these models stems from their ability to mimic human capabilities, namely visual perception in vision models, and…

Human-Computer Interaction · Computer Science 2024-10-08 Matthew Berger , Shusen Liu
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