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Continuous affect prediction involves the discrete time-continuous regression of affect dimensions. Dimensions to be predicted often include arousal and valence. Continuous affect prediction researchers are now embracing multimodal model…

Human-Computer Interaction · Computer Science 2020-01-24 Jonny O'Dwyer

Learning another language can be a highly emotional process, typically characterized by numerous frustrations and triumphs, big and small. For most learners, language learning does not follow a linear, predictable path, its zigzag course…

Computers and Society · Computer Science 2026-05-26 Robert Godwin-Jones

It is obvious that emotions are causal variables of motivation, as they elicit states, forces and energies that trigger and guide labor behavior. Thus, a motivational tension that is not informed by needs alone, but also by emotions,…

Human-Computer Interaction · Computer Science 2026-01-26 Jana Franceska Funke , Ria Matapurkar , Enrico Rukzio , Teresa Hirzle

This document presents endeavors to represent emotion in a computational cognitive architecture. The first part introduces research organizing with two axes of emotional affect: pleasantness and arousal. Following this basic of emotional…

Human-Computer Interaction · Computer Science 2023-01-03 Junya Morita

Large language models have been extensively studied for emotion recognition and moral reasoning as distinct capabilities, yet the extent to which emotions influence moral judgment remains underexplored. In this work, we develop an…

Computation and Language · Computer Science 2026-04-22 Mohammad Saim , Tianyu Jiang

In recent decades, the field of affective computing has made substantial progress in advancing the ability of AI systems to recognize and express affective phenomena, such as affect and emotions, during human-human and human-machine…

Human-Computer Interaction · Computer Science 2023-05-19 Leena Mathur , Maja J Matarić , Louis-Philippe Morency

This study explores the intersection of information technology-based self-monitoring (ITSM) and emotional responses in chronic care. It critiques the lack of theoretical depth in current ITSM research and proposes a dynamic emotion process…

Human-Computer Interaction · Computer Science 2023-11-10 Danielly de Paula , Florian Borchert , Ariane Sasso , Falk Uebernickel

We introduce three concepts that describe an agent's incentives: response incentives indicate which variables in the environment, such as sensitive demographic information, affect the decision under the optimal policy. Instrumental control…

Artificial Intelligence · Computer Science 2025-06-24 Ryan Carey , Eric Langlois , Chris van Merwijk , Shane Legg , Tom Everitt

Despite having achieved great success for sentiment analysis, existing neural models struggle with implicit sentiment analysis. This may be due to the fact that they may latch onto spurious correlations ("shortcuts", e.g., focusing only on…

Computation and Language · Computer Science 2022-08-22 Siyin Wang , Jie Zhou , Changzhi Sun , Junjie Ye , Tao Gui , Qi Zhang , Xuanjing Huang

Words often convey affect -- emotions, feelings, and attitudes. Further, different words can convey affect to various degrees (intensities). However, existing manually created lexicons for basic emotions (such as anger and fear) indicate…

Computation and Language · Computer Science 2022-10-18 Saif M. Mohammad

Many real-life decisions involve both perceptual processes and weighing the consequences of different actions. However, the neural mechanisms underlying perceptual decisions have typically been examined separately from those underlying…

Neurons and Cognition · Quantitative Biology 2025-02-07 Xiaoyue Zhu , Jeffrey C. Erlich

As stories of human-AI interactions continue to be highlighted in the news and research platforms, the challenges are becoming more pronounced, including potential risks of overreliance, cognitive offloading, social and emotional…

Human-Computer Interaction · Computer Science 2025-10-22 Celeste Riley , Omar Al-Refai , Yadira Colunga Reyes , Eman Hammad

Whilst a majority of affective computing research focuses on inferring emotions, examining mood or understanding the \textit{mood-emotion interplay} has received significantly less attention. Building on prior work, we (a) deduce and…

Human-Computer Interaction · Computer Science 2023-08-21 Soujanya Narayana , Ibrahim Radwan , Ravikiran Parameshwara , Iman Abbasnejad , Akshay Asthana , Ramanathan Subramanian , Roland Goecke

Affective reactions have deep biological foundations, however in humans the development of emotion concepts is also shaped by language and higher-order cognition. A recent breakthrough in AI has been the creation of multimodal language…

Human-Computer Interaction · Computer Science 2025-07-29 Zaira Romeo , Alberto Testolin

Humans dispose of two intertwined information processing pathways, cognitive information processing via neural firing patterns and diffusive volume control via neuromodulation. The cognitive information processing in the brain is…

Neurons and Cognition · Quantitative Biology 2011-12-07 Claudius Gros

Although the terms mood and emotion are closely related and often used interchangeably, they are distinguished based on their duration, intensity and attribution. To date, hardly any computational models have (a) examined mood recognition,…

Human-Computer Interaction · Computer Science 2022-10-04 Soujanya Narayana , Ramanathan Subramanian , Ibrahim Radwan , Roland Goecke

Motivation is an important factor underlying successful learning. Previous research has demonstrated the positive effects that static interactive narrative games can have on motivation. Concurrently, advances in AI have made dynamic and…

Computation and Language · Computer Science 2025-05-15 Daeun Hwang , Samuel Shields , Alex Calderwood , Shi Johnson-Bey , Michael Mateas , Noah Wardrip-Fruin , Edward F. Melcer

Large Language Models (LLMs) are increasingly positioned as decision engines for hiring, healthcare, and economic judgment, yet real-world human judgment reflects a balance between rational deliberation and emotion-driven bias. If LLMs are…

Idiosyncratic tendency to choose one alternative over others in the absence of an identified reason, is a common observation in two-alternative forced-choice experiments. It is tempting to account for it as resulting from the (unknown)…

Neurons and Cognition · Quantitative Biology 2018-03-21 Lior Lebovich , Ran Darshan , Yoni Lavi , David Hansel , Yonatan Loewenstein

NLP datasets are richer than just input-output pairs; rather, they carry causal relations between the input and output variables. In this work, we take sentiment classification as an example and look into the causal relations between the…

Computation and Language · Computer Science 2023-05-04 Zhiheng Lyu , Zhijing Jin , Justus Mattern , Rada Mihalcea , Mrinmaya Sachan , Bernhard Schoelkopf