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Our daily human life is filled with a myriad of joint action moments, be it children playing, adults working together (i.e., team sports), or strangers navigating through a crowd. Joint action brings individuals (and embodiment of their…

神经元与认知 · 定量生物学 2021-08-16 M. M. N. Bieńkiewicz , A. Smykovskyi , T. Olugbade , S. Janaqi , A. Camurri , N. Bianchi-Berthouze , M. Björkman , B. G. Bardy

Understanding emotions in natural language is inherently a multi-dimensional reasoning problem, where multiple affective signals interact through context, interpersonal relations, and situational cues. However, most existing emotion…

计算与语言 · 计算机科学 2026-04-02 Hemanth Kotaprolu , Kishan Maharaj , Raey Zhao , Abhijit Mishra , Pushpak Bhattacharyya

This work investigates how large language models (LLMs) internally represent emotion by analyzing the geometry of their hidden-state space. The paper identifies a low-dimensional emotional manifold and shows that emotional representations…

计算与语言 · 计算机科学 2026-02-02 Benjamin Reichman , Adar Avsian , Larry Heck

Emotion recognition aims to interpret the emotional states of a person based on various inputs including audio, visual, and textual cues. This paper focuses on emotion recognition using visual features. To leverage the correlation between…

计算机视觉与模式识别 · 计算机科学 2022-10-20 Akshita Mittel , Shashank Tripathi

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

音频与语音处理 · 电气工程与系统科学 2026-03-11 Soumya Dutta

Humans express feelings or emotions via different channels. Take language as an example, it entails different sentiments under different visual-acoustic contexts. To precisely understand human intentions as well as reduce the…

人工智能 · 计算机科学 2021-11-17 Ting Wu , Junjie Peng , Wenqiang Zhang , Huiran Zhang , Chuanshuai Ma , Yansong Huang

Human beings have rich ways of emotional expressions, including facial action, voice, and natural languages. Due to the diversity and complexity of different individuals, the emotions expressed by various modalities may be semantically…

人工智能 · 计算机科学 2023-02-06 Chuan Zhang , Daoxin Zhang , Ruixiu Zhang , Jiawei Li , Jianke Zhu

Personal Affective Physicalization is the process by which individuals express emotions through tangible forms to record, reflect on, and communicate. Yet such physical data representations can be challenging to design due to the abstract…

人机交互 · 计算机科学 2025-09-29 Ruishan Wu , Zhuoyang Li , Charles Perin , Sheelagh Carpendale , Can Liu

Emotion recognition has the potential to play a pivotal role in enhancing human-computer interaction by enabling systems to accurately interpret and respond to human affect. Yet, capturing emotions in face-to-face contexts remains…

Multimodal affective computing has gained increasing attention due to its broad applications in understanding human behavior and intentions, particularly in text-centric multimodal scenarios. Existing research spans diverse tasks,…

计算与语言 · 计算机科学 2026-04-08 Guimin Hu , Weimin Lyu , Chang Sun , Zhihong Zhu , Lin Gui , Ruichu Cai , Erik Cambria , Hasti Seifi

In this work, we explore the emotional reactions that real-world images tend to induce by using natural language as the medium to express the rationale behind an affective response to a given visual stimulus. To embark on this journey, we…

计算机视觉与模式识别 · 计算机科学 2022-10-06 Panos Achlioptas , Maks Ovsjanikov , Leonidas Guibas , Sergey Tulyakov

In the science of emotion, it is widely assumed that folk emotion categories form a biological and psychological typology, and studies are routinely designed and analyzed to identify emotion-specific patterns. This approach shapes the…

机器学习 · 计算机科学 2025-07-02 Christiana Westlin , Ashutosh Singh , Deniz Erdogmus , Georgios Stratis , Lisa Feldman Barrett

Humans and animals are constantly exposed to a continuous stream of sensory information from different modalities. At the same time, they form more compressed representations like concepts or symbols. In species that use language, this…

神经与进化计算 · 计算机科学 2017-06-09 Karla Stepanova , Matej Hoffmann , Zdenek Straka , Frederico B. Klein , Angelo Cangelosi , Michal Vavrecka

There is a mismatch between psychological and computational studies on emotions. Psychological research aims at explaining and documenting internal mechanisms of these phenomena, while computational work often simplifies them into labels.…

计算与语言 · 计算机科学 2026-02-03 Enrica Troiano , Sofie Labat , Marco Antonio Stranisci , Viviana Patti , Rossana Damiano , Roman Klinger

Dense correspondence between humans carries powerful semantic information that can be utilized to solve fundamental problems for full-body understanding such as in-the-wild surface matching, tracking and reconstruction. In this paper we…

计算机视觉与模式识别 · 计算机科学 2022-05-19 Anastasia Ianina , Nikolaos Sarafianos , Yuanlu Xu , Ignacio Rocco , Tony Tung

Despite remarkable advances in emotion recognition, they are severely restrained from either the essentially limited property of the employed single modality, or the synchronous presence of all involved multiple modalities. Motivated by…

机器学习 · 计算机科学 2019-07-25 Jing Han , Zixing Zhang , Zhao Ren , Björn Schuller

Mapping discrete and dimensional models of emotion remains a persistent challenge in affective science and computing. This incompatibility hinders the combination of valuable data sets, creating a significant bottleneck for training robust…

人机交互 · 计算机科学 2025-11-18 Michal R. Wrobel

Human beings possess the capability to multiply a melange of multisensory cues while actively exploring and interacting with the 3D world. Current multi-modal large language models, however, passively absorb sensory data as inputs, lacking…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Yining Hong , Zishuo Zheng , Peihao Chen , Yian Wang , Junyan Li , Chuang Gan

Multimodal sentiment analysis, a pivotal task in affective computing, seeks to understand human emotions by integrating cues from language, audio, and visual signals. While many recent approaches leverage complex attention mechanisms and…

计算与语言 · 计算机科学 2025-05-09 Nischal Mandal , Yang Li

For speech emotion datasets, it has been difficult to acquire large quantities of reliable data and acted emotions may be over the top compared to less expressive emotions displayed in everyday life. Lately, larger datasets with natural…

计算与语言 · 计算机科学 2022-07-06 Rosanna Milner , Md Asif Jalal , Raymond W. M. Ng , Thomas Hain