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Recent advances in natural language processing and computer vision have led to AI models that interpret simple scenes at human levels. Yet, we do not have a complete understanding of how humans and AI models differ in their interpretation…

人工智能 · 计算机科学 2021-04-30 Shravan Murlidaran , William Yang Wang , Miguel P. Eckstein

Artificial intelligence (AI) models for computer vision trained with supervised machine learning are assumed to solve classification tasks by imitating human behavior learned from training labels. Most efforts in recent vision research…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Minghao Liu , Jiaheng Wei , Yang Liu , James Davis

Creativity is a fundamental pillar of human expression and a driving force behind innovation, yet it now stands at a crossroads. As artificial intelligence advances at an astonishing pace, the question arises: can machines match and…

综合经济学 · 经济学 2024-09-30 Anne-Gaëlle Maltese , Pierre Pelletier , Rémy Guichardaz

This study presents a theory-inspired visual narrative generative system that integrates conceptual principles-comic authoring idioms-with generative and language models to enhance the comic creation process. Our system combines human…

人工智能 · 计算机科学 2024-09-27 Yi-Chun Chen , Arnav Jhala

Intelligence can be defined as a predominantly human ability to accomplish tasks that are generally hard for computers and animals. Artificial Intelligence [AI] is a field attempting to accomplish such tasks with computers. AI is becoming…

人工智能 · 计算机科学 2019-05-03 George Cevora

The evaluation of explainable artificial intelligence is challenging, because automated and human-centred metrics of explanation quality may diverge. To clarify their relationship, we investigated whether human and artificial image…

人机交互 · 计算机科学 2024-08-20 Romy Müller , Marius Thoß , Julian Ullrich , Steffen Seitz , Carsten Knoll

Conceptual abstraction and analogy-making are key abilities underlying humans' abilities to learn, reason, and robustly adapt their knowledge to new domains. Despite of a long history of research on constructing AI systems with these…

人工智能 · 计算机科学 2022-01-19 Melanie Mitchell

A key objective in artificial intelligence (AI) development is to create systems that match or surpass human creativity. Although current AI models perform well across diverse creative tasks, it remains unclear whether these achievements…

人机交互 · 计算机科学 2025-04-01 Man Zhang , Ying Li , Yang Peng , Yijia Sun , Wenxin Guo , Huiqing Hu , Shi Chen , Qingbai Zhao

The recent advances of AI technology, particularly in AI-Generated Content (AIGC), have enabled everyone to easily generate beautiful paintings with simple text description. With the stunning quality of AI paintings, it is widely questioned…

人机交互 · 计算机科学 2024-02-23 Yilin Ye , Rong Huang , Kang Zhang , Wei Zeng

How humans interpret and produce images is influenced by the images we have been exposed to. Similarly, visual generative AI models are exposed to many training images and learn to generate new images based on this. Given the importance of…

计算机与社会 · 计算机科学 2025-09-23 Nanne van Noord , Noa Garcia

Large neural networks can now generate jokes, but do they really "understand" humor? We challenge AI models with three tasks derived from the New Yorker Cartoon Caption Contest: matching a joke to a cartoon, identifying a winning caption,…

计算与语言 · 计算机科学 2023-07-07 Jack Hessel , Ana Marasović , Jena D. Hwang , Lillian Lee , Jeff Da , Rowan Zellers , Robert Mankoff , Yejin Choi

Charts and graphs help people analyze data, but can they also be useful to AI systems? To investigate this question, we perform a series of experiments with two commercial vision-language models: GPT 4.1 and Claude 3.5. Across three…

人工智能 · 计算机科学 2025-07-25 Victoria R. Li , Johnathan Sun , Martin Wattenberg

This paper assumes the hypothesis that human learning is perception based, and consequently, the learning process and perceptions should not be represented and investigated independently or modeled in different simulation spaces. In order…

We introduce Toyteller, an AI-powered storytelling system where users generate a mix of story text and visuals by directly manipulating character symbols like they are toy-playing. Anthropomorphized symbol motions can convey rich and…

人机交互 · 计算机科学 2025-01-24 John Joon Young Chung , Melissa Roemmele , Max Kreminski

Can visual artworks created using generative visual algorithms inspire human creativity in storytelling? We asked writers to write creative stories from a starting prompt, and provided them with visuals created by generative AI models from…

人机交互 · 计算机科学 2021-10-29 Safinah Ali , Devi Parikh

Generative AI's novel capacities raise questions about the future role of human expertise: does AI level the playing field between professional artists and laypeople, or does expertise enhance AI use? Do the cognitive skills experts make…

Both humans and machine learning models learn from experience, particularly in safety- and reliability-critical domains. While psychology seeks to understand human cognition, the field of Explainable AI (XAI) develops methods to interpret…

人机交互 · 计算机科学 2025-11-25 Roussel Rahman , Aashwin Ananda Mishra , Wan-Lin Hu

Humans should be able work more effectively with artificial intelligence-based systems when they can predict likely failures and form useful mental models of how the systems work. We conducted a study of human's mental models of artificial…

人机交互 · 计算机科学 2022-02-01 Kimberly Glasgow , Jonathan Kopecky , John Gersh , Adam Crego

Creating meaningful visual narratives through human-AI collaboration requires understanding how text-image intertextuality emerges when textual intentions meet AI-generated visuals. We conducted a three-phase qualitative study with 15…

人机交互 · 计算机科学 2025-11-06 Mengyao Guo , Kexin Nie , Ze Gao , Black Sun , Xueyang Wang , Jinda Han , Xingting Wu

Recent advancements in large multimodal language models have demonstrated remarkable proficiency across a wide range of tasks. Yet, these models still struggle with understanding the nuances of human humor through juxtaposition,…

计算与语言 · 计算机科学 2026-04-16 Zhe Hu , Tuo Liang , Jing Li , Yiren Lu , Yunlai Zhou , Yiran Qiao , Jing Ma , Yu Yin
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