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Generative AI systems are increasingly capable of expressing emotions via text and imagery. Effective emotional expression will likely play a major role in the efficacy of AI systems -- particularly those designed to support human mental…

Affective computing stands at the forefront of artificial intelligence (AI), seeking to imbue machines with the ability to comprehend and respond to human emotions. Central to this field is emotion recognition, which endeavors to identify…

机器学习 · 计算机科学 2024-07-08 Fei Ma , Yucheng Yuan , Yifan Xie , Hongwei Ren , Ivan Liu , Ying He , Fuji Ren , Fei Richard Yu , Shiguang Ni

Emotion significantly impacts our daily behaviors and interactions. While recent generative AI models, such as large language models, have shown impressive performance in various tasks, it remains unclear whether they truly comprehend…

人工智能 · 计算机科学 2024-06-10 Cheng Li , Jindong Wang , Yixuan Zhang , Kaijie Zhu , Xinyi Wang , Wenxin Hou , Jianxun Lian , Fang Luo , Qiang Yang , Xing Xie

Emotion recognition and generation have emerged as crucial topics in Artificial Intelligence research, playing a significant role in enhancing human-computer interaction within healthcare, customer service, and other fields. Although…

机器学习 · 计算机科学 2025-02-12 Rebecca Mobbs , Dimitrios Makris , Vasileios Argyriou

This article introduces PAGE, a parameterized generative interpretive framework. PAGE is capable of providing faithful explanations for any graph neural network without necessitating prior knowledge or internal details. Specifically, we…

机器学习 · 计算机科学 2024-09-09 Yang Qiu , Wei Liu , Jun Wang , Ruixuan Li

An important aspect of human conversation difficult for machines is conversing with empathy, which is to understand the user's emotion and respond appropriately. Recent neural conversation models that attempted to generate empathetic…

计算与语言 · 计算机科学 2021-12-30 Jamin Shin , Peng Xu , Andrea Madotto , Pascale Fung

We investigated the potential and limitations of generative artificial intelligence (AI) in reflecting the authors' cognitive processes through creative expression. The focus is on the AI-generated artwork's ability to understand human…

人工智能 · 计算机科学 2023-04-27 Yoon Kyung Lee , Yong-Ha Park , Sowon Hahn

Human emotion synthesis is a crucial aspect of affective computing. It involves using computational methods to mimic and convey human emotions through various modalities, with the goal of enabling more natural and effective human-computer…

机器学习 · 计算机科学 2024-12-11 Fei Ma , Yukan Li , Yifan Xie , Ying He , Yi Zhang , Hongwei Ren , Zhou Liu , Wei Yao , Fuji Ren , Fei Richard Yu , Shiguang Ni

Images are capable of conveying emotions, but emotional experience is highly subjective. Advances in artificial intelligence have enabled the generation of images based on emotional descriptions. However, the level of agreement between the…

计算机视觉与模式识别 · 计算机科学 2024-10-14 Miguel Carrasco , Cesar Gonzalez-Martin , Sonia Navajas-Torrente , Raul Dastres

Effective human-AI interaction relies on AI's ability to accurately perceive and interpret human emotions. Current benchmarks for vision and vision-language models are severely limited, offering a narrow emotional spectrum that overlooks…

Current approaches to empathetic response generation view the set of emotions expressed in the input text as a flat structure, where all the emotions are treated uniformly. We argue that empathetic responses often mimic the emotion of the…

Generative AI is rapidly transforming how organizations create value and evaluate talent. While large language models enhance baseline output quality, they simultaneously introduce ambiguity in assessing human creativity, as observable…

人机交互 · 计算机科学 2026-04-23 Yigal Rosen , Ilia Rushkin

We present a novel autoregression network to generate virtual agents that convey various emotions through their walking styles or gaits. Given the 3D pose sequences of a gait, our network extracts pertinent movement features and affective…

Expressing empathy is important in everyday conversations, and exploring how empathy arises is crucial in automatic response generation. Most previous approaches consider only a single factor that affects empathy. However, in practice,…

计算与语言 · 计算机科学 2022-12-06 Yangbin Chen , Chunfeng Liang

Automatic emotion recognition has become a trending research topic in the past decade. While works based on facial expressions or speech abound, recognizing affect from body gestures remains a less explored topic. We present a new…

计算机视觉与模式识别 · 计算机科学 2018-01-24 Fatemeh Noroozi , Ciprian Adrian Corneanu , Dorota Kamińska , Tomasz Sapiński , Sergio Escalera , Gholamreza Anbarjafari

Generating appropriate emotions for responses is essential for dialog systems to provide human-like interaction in various application scenarios. Most previous dialog systems tried to achieve this goal by learning empathetic manners from…

计算与语言 · 计算机科学 2024-04-12 Zhiyuan Wen , Jiannong Cao , Jiaxing Shen , Ruosong Yang , Shuaiqi Liu , Maosong Sun

Emotional cues frequently arise and shape group dynamics in interactive settings where multiple humans and artificial agents communicate through shared digital channels. While artificial agents lack intrinsic emotional states, they can…

人机交互 · 计算机科学 2025-07-17 Fernando Koch , Jessica Nahulan , Jeremy Fox , Martin Keen

This paper explores the growing presence of emotionally responsive artificial intelligence through a critical and interdisciplinary lens. Bringing together the voices of early-career researchers from multiple fields, it explores how AI…

We show that the ability to lead groups of humans is predicted by leadership skill with Artificially Intelligent agents. In a large pre-registered lab experiment, human leaders worked with AI agents to solve problems. Their performance on…

综合经济学 · 经济学 2025-08-06 Ben Weidmann , Yixian Xu , David J. Deming

This paper introduces a novel method for generating artistic images that express particular affective states. Leveraging state-of-the-art deep learning methods for visual generation (through generative adversarial networks), semantic models…

计算机视觉与模式识别 · 计算机科学 2021-10-01 Theodoros Galanos , Antonios Liapis , Georgios N. Yannakakis
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