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The rise of generative AI (GenAI) has impacted many aspects of human life. As these systems become embedded in everyday practices, understanding public trust in them is also essential for responsible adoption and governance. Prior work on…

The increasing complexity of AI systems has made understanding their behavior critical. Numerous interpretability methods have been developed to attribute model behavior to three key aspects: input features, training data, and internal…

机器学习 · 计算机科学 2025-05-30 Shichang Zhang , Tessa Han , Usha Bhalla , Himabindu Lakkaraju

As the boundaries of human computer interaction expand, Generative AI emerges as a key driver in reshaping user interfaces, introducing new possibilities for personalized, multimodal and cross-platform interactions. This integration…

人机交互 · 计算机科学 2024-11-18 J. Bieniek , M. Rahouti , D. C. Verma

Artificial intelligence is humanity's most promising technology because of the remarkable capabilities offered by foundation models. Yet, the same technology brings confusion and consternation: foundation models are poorly understood and…

人工智能 · 计算机科学 2025-07-01 Rishi Bommasani

Generative adversarial networks achieve great performance in photorealistic image synthesis in various domains, including human images. However, they usually employ latent vectors that encode the sampled outputs globally. This does not…

计算机视觉与模式识别 · 计算机科学 2021-03-15 Kripasindhu Sarkar , Lingjie Liu , Vladislav Golyanik , Christian Theobalt

AI-infused systems have demonstrated remarkable capabilities in addressing diverse human needs within online communities. Their widespread adoption has shaped user experiences and community dynamics at scale. However, designing such systems…

人机交互 · 计算机科学 2026-04-08 Yuanhao Zhang , Xiaoyu Wang , Jiaxiong Hu , Ziqi Pan , Zhenhui Peng , Xiaojuan Ma

The demands for accurate and representative generative AI systems means there is an increased demand on participatory evaluation structures. While these participatory structures are paramount to to ensure non-dominant values, knowledge and…

计算机与社会 · 计算机科学 2024-11-18 Samantha Dalal , Siobhan Mackenzie Hall , Nari Johnson

As AI art generation becomes increasingly sophisticated, HCI research has focused primarily on questions of detection, authenticity, and automation. This paper argues that such approaches fundamentally misunderstand how artistic value…

人机交互 · 计算机科学 2025-07-29 Alex Leitch , Celia Chen

This paper presents an in-depth survey on the use of multimodal Generative Artificial Intelligence (GenAI) and autoregressive Large Language Models (LLMs) for human motion understanding and generation, offering insights into emerging…

计算机视觉与模式识别 · 计算机科学 2025-06-05 Muhammad Islam , Tao Huang , Euijoon Ahn , Usman Naseem

Social interactions form the foundation of human societies. Artificial intelligence has made significant progress in certain areas, but enabling machines to seamlessly understand social interactions remains an open challenge. It is…

人机交互 · 计算机科学 2024-10-02 Sangmin Lee , Minzhi Li , Bolin Lai , Wenqi Jia , Fiona Ryan , Xu Cao , Ozgur Kara , Bikram Boote , Weiyan Shi , Diyi Yang , James M. Rehg

Creativity in artificial intelligence is most often addressed through evaluative frameworks that aim to measure novelty, diversity, or usefulness in generated outputs. While such approaches have provided valuable insights into the behavior…

人工智能 · 计算机科学 2026-01-14 Corina Chutaux

This paper presents a unified computational framework to examine how generative AI (GenAI) reshapes welfare, inequality, and diversity in content platform economies. By integrating welfare economics with agent-based simulations, we model…

计算机与社会 · 计算机科学 2026-01-15 Yukun Zhang , Tianyang Zhang

"Human-aware" has become a popular keyword used to describe a particular class of AI systems that are designed to work and interact with humans. While there exists a surprising level of consistency among the works that use the label…

机器人学 · 计算机科学 2024-07-16 Silvia Tulli , Stylianos Loukas Vasileiou , Sarath Sreedharan

AI is displacing tasks, mediating high-stakes decisions, and flooding communication with synthetic content, unsettling work, identity, and social trust. We argue that the decisive human countermeasure is resilience. We define resilience…

计算机与社会 · 计算机科学 2025-10-30 Shaoshan Liu , Anina Schwarzenbach , Yiyu Shi

Healthcare requires AI that is predictive, reliable, and data-efficient. However, recent generative models lack physical foundation and temporal reasoning required for clinical decision support. As scaling language models show diminishing…

机器学习 · 计算机科学 2025-11-21 Mohammad Areeb Qazi , Maryam Nadeem , Mohammad Yaqub

In this study, I investigate how generative artificial intelligence (AI) systems reproduce and reinforce societal biases, with a specific focus on the representation of women, Black individuals, age groups, and people with visible…

人工智能 · 计算机科学 2026-04-29 Ayoob Sadeghiani

Aligning AI systems with human values and the value-based preferences of various stakeholders (their value systems) is key in ethical AI. In value-aware AI systems, decision-making draws upon explicit computational representations of…

人工智能 · 计算机科学 2025-07-29 Andrés Holgado-Sánchez , Holger Billhardt , Sascha Ossowski , Sara Degli-Esposti

The recent wave of generative AI has sparked unprecedented global attention, with both excitement and concern over potentially superhuman levels of artificial intelligence: models now take only seconds to produce outputs that would…

This paper explores the potential of AI-powered tools to reshape data analysis, focusing on design considerations and challenges. We explore how the emergence of large language and multimodal models offers new opportunities to enhance…

There are not one but two dimensions of bias that can be revealed through the study of large AI models: not only bias in training data or the products of an AI, but also bias in society, such as disparity in employment or health outcomes…

计算机与社会 · 计算机科学 2025-04-02 Marinus Ferreira