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相关论文: Indeterminacy in Affective Computing: Considering …

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This paper examines the integration of emotional intelligence into artificial intelligence systems, with a focus on affective computing and the growing capabilities of Large Language Models (LLMs), such as ChatGPT and Claude, to recognize…

计算机与社会 · 计算机科学 2025-09-26 Nicola Fabiano

Affective Forecasting is an psychology task that involves predicting an individual's future emotional responses, often hampered by reliance on external factors leading to inaccuracies, and typically remains at a qualitative analysis stage.…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Haoran Wang , Xinji Mai , Zeng Tao , Junxiong Lin , Xuan Tong , Ivy Pan , Shaoqi Yan , Yan Wang , Shuyong Gao

We provide a psychometric-grounded exposition of bias and fairness as applied to a typical machine learning pipeline for affective computing. We expand on an interpersonal communication framework to elucidate how to identify sources of bias…

机器学习 · 计算机科学 2023-05-05 Brandon M Booth , Louis Hickman , Shree Krishna Subburaj , Louis Tay , Sang Eun Woo , Sidney K. DMello

Affective computing seeks to support the holistic development of artificial intelligence by enabling machines to engage with human emotion. Recent foundation models, particularly large language models (LLMs), have been trained and evaluated…

计算与语言 · 计算机科学 2026-03-16 Sree Bhattacharyya , Evgenii Kuriabov , Lucas Craig , Tharun Dilliraj , Reginald B. Adams, , Jia Li , James Z. Wang

We present an approach utilizing Topological Data Analysis to study the structure of face poses used in affective computing, i.e., the process of recognizing human emotion. The approach uses a conditional comparison of different emotions,…

人机交互 · 计算机科学 2021-08-04 Hamza Elhamdadi , Shaun Canavan , Paul Rosen

There is substantial variability in the expectations that communication partners bring into interactions, creating the potential for misunderstandings. To directly probe these gaps and our ability to overcome them, we propose a…

计算与语言 · 计算机科学 2022-04-28 Sonia K. Murthy , Thomas L. Griffiths , Robert D. Hawkins

Affective Recommender Systems are an emerging class of intelligent systems that aim to enhance personalization by aligning recommendations with users' affective states. Reflecting a growing interest, a number of surveys have been published…

信息检索 · 计算机科学 2025-08-29 Tonmoy Hasan , Razvan Bunescu

As machine learning approaches are increasingly used to augment human decision-making, eXplainable Artificial Intelligence (XAI) research has explored methods for communicating system behavior to humans. However, these approaches often fail…

计算机视觉与模式识别 · 计算机科学 2021-10-18 Luke Guerdan , Alex Raymond , Hatice Gunes

With the rapid advancements in multimodal generative technology, Affective Computing research has provoked discussion about the potential consequences of AI systems equipped with emotional intelligence. Affective Computing involves the…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Shreya Ghosh , Zhixi Cai , Abhinav Dhall , Dimitrios Kollias , Roland Goecke , Tom Gedeon

People have the ability to make sensible assumptions about other people's emotional states by being sympathetic, and because of our common sense of knowledge and the ability to think visually. Over the years, much research has been done on…

人机交互 · 计算机科学 2021-06-30 Stuti Sehgal , Harsh Sharma , Akshat Anand

Customers' emotions play a vital role in the service industry. The better frontline personnel understand the customer, the better the service they can provide. As human emotions generate certain (unintentional) bodily reactions, such as…

音频与语音处理 · 电气工程与系统科学 2021-08-12 Fabian Thaler , Stefan Faußer , Heiko Gewald

Generating emotionally appropriate responses in conversations with large language models presents a significant challenge due to the complexities of human emotions and cognitive processes, which remain largely underexplored in their…

计算与语言 · 计算机科学 2024-10-21 June M. Liu , He Cao , Renliang Sun , Rui Wang , Yu Li , Jiaxing Zhang

Artificial intelligence (AI) is becoming increasingly complex, making it difficult for users to understand how the AI has derived its prediction. Using explainable AI (XAI)-methods, researchers aim to explain AI decisions to users. So far,…

人机交互 · 计算机科学 2022-10-06 Lara Riefle , Patrick Hemmer , Carina Benz , Michael Vössing , Jannik Pries

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…

人机交互 · 计算机科学 2023-05-19 Leena Mathur , Maja J Matarić , Louis-Philippe Morency

In recent years, extensive research has emerged in affective computing on topics like automatic emotion recognition and determining the signals that characterize individual emotions. Much less studied, however, is expressiveness, or the…

计算机视觉与模式识别 · 计算机科学 2019-12-11 Victoria Lin , Jeffrey M. Girard , Louis-Philippe Morency

When human cognition is modeled in Philosophy and Cognitive Science, there is a pervasive idea that humans employ mental representations in order to navigate the world and make predictions about outcomes of future actions. By understanding…

人工智能 · 计算机科学 2021-01-26 Marcus Westberg , Kary Främling

Some of the most severe bottlenecks preventing widespread development of machine learning models for human behavior include a dearth of labeled training data and difficulty of acquiring high quality labels. Active learning is a paradigm for…

There are many examples of human decision making which cannot be modeled by classical probabilistic and logic models, on which the current AI systems are based. Hence the need for a modeling framework which can enable intelligent systems to…

人工智能 · 计算机科学 2018-08-15 Sagar Uprety , Dawei Song

Missing diversity, equity, and inclusion elements in affective computing datasets directly affect the accuracy and fairness of emotion recognition algorithms across different groups. A literature review reveals how affective computing…

人机交互 · 计算机科学 2023-09-20 Tessa Verhoef , Eduard Fosch-Villaronga

Many research explore how well computers are able to examine emotions displayed by humans and use that data to perform different tasks. However, there have been very few research which evaluate the computers ability to generate emotion…

人工智能 · 计算机科学 2023-09-06 Balaram Panda