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AI is growing increasingly capable of automatically generating user interfaces (GenUI) from user prompts. However, designing GenUI applications that enable users to discover diverse customizations while preserving GenUI's expressiveness…

人机交互 · 计算机科学 2026-01-27 Bryan Min , Peiling Jiang , Zhicheng Huang , Haijun Xia

As personal agents evolve to handle complex, user-centric tasks, static plain-text chat is rapidly becoming a bottleneck. Generative UI emerges as the necessary new interface layer, dynamically synthesizing the right controls, options, and…

人机交互 · 计算机科学 2026-05-26 Fancy Kong , Congjie Zheng , Murphy Zhuang , Rio Yang , Sueky Zhang , Hao Fu , Gene Jin , Song Cao , Kaijie Chen , Andrew Chen , Pony Ma

Generative AI (GenAI) systems offer unprecedented opportunities for transforming professional and personal work, yet present challenges around prompting, evaluating and relying on outputs, and optimizing workflows. We argue that…

AI can now generate high-fidelity UI mock-up screens from a high-level textual description, promising to support UX practitioners' work. However, it remains unclear how UX practitioners would adopt such Generative UI (GenUI) models in a way…

人机交互 · 计算机科学 2025-05-21 Xiang 'Anthony' Chen , Tiffany Knearem , Yang Li

This study investigates human-computer interface generation based on diffusion models to overcome the limitations of traditional template-based design and fixed rule-driven methods. It first analyzes the key challenges of interface…

人机交互 · 计算机科学 2026-01-13 Rui Liu , Liuqingqing Yang , Runsheng Zhang , Shixiao Wang

Different forms of customized 2D avatars are widely used in gaming applications, virtual communication, education, and content creation. However, existing approaches often fail to capture fine-grained facial expressions and struggle to…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Hao Yu , Rupayan Mallick , Margrit Betke , Sarah Adel Bargal

This work investigates the integration of generative visual aids in human-robot task communication. We developed GenComUI, a system powered by large language models that dynamically generates contextual visual aids (such as map annotations,…

人机交互 · 计算机科学 2025-02-18 Yate Ge , Meiying Li , Xipeng Huang , Yuanda Hu , Qi Wang , Xiaohua Sun , Weiwei Guo

In human-centric content generation, the pre-trained text-to-image models struggle to produce user-wanted portrait images, which retain the identity of individuals while exhibiting diverse expressions. This paper introduces our efforts…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Renshuai Liu , Bowen Ma , Wei Zhang , Zhipeng Hu , Changjie Fan , Tangjie Lv , Yu Ding , Xuan Cheng

Recent advances in Generative AI have transformed how users interact with data analysis through natural language interfaces. However, many systems rely too heavily on LLMs, creating risks of hallucination, opaque reasoning, and reduced user…

人机交互 · 计算机科学 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

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

Effective meetings are effortful, but traditional videoconferencing systems offer little support for reducing this effort across the meeting lifecycle. Generative AI (GenAI) has the potential to radically redefine meetings by augmenting…

人机交互 · 计算机科学 2024-05-30 Gun Woo Warren Park , Payod Panda , Lev Tankelevitch , Sean Rintel

Generative user interfaces (UIs) create new opportunities to adapt interfaces to individual users on demand, but personalization remains difficult because desirable UI properties are subjective, hard to articulate, and costly to infer from…

机器学习 · 计算机科学 2026-04-14 Yi-Hao Peng , Samarth Das , Jeffrey P. Bigham , Jason Wu

Cartoon avatars have been widely used in various applications, including social media, online tutoring, and gaming. However, existing cartoon avatar datasets and generation methods struggle to present highly expressive avatars with…

计算机视觉与模式识别 · 计算机科学 2025-04-11 Hao Yu , Rupayan Mallick , Margrit Betke , Sarah Adel Bargal

Generative UI is transforming interface design by facilitating AI-driven collaborative workflows between designers and computational systems. This study establishes a working definition of Generative UI through a multi-method qualitative…

人机交互 · 计算机科学 2025-05-22 Kyungho Lee

We introduce GenAI-Powered Inference (GPI), a statistical framework for both causal and predictive inference using unstructured data, including text and images. GPI leverages open-source Generative Artificial Intelligence (GenAI) models --…

机器学习 · 计算机科学 2025-09-09 Kosuke Imai , Kentaro Nakamura

Generative AI (GenAI) models have become more capable than ever at augmenting productivity and cognition across diverse contexts. However, a fundamental challenge remains as users struggle to anticipate what AI will generate. As a result,…

人机交互 · 计算机科学 2025-04-17 Bryan Min , Haijun Xia

The rapid proliferation of Generative AI necessitates rigorous documentation standards for transparency and governance. However, manual creation of Model and Data Cards is not scalable, while automated approaches lack large-scale,…

人工智能 · 计算机科学 2026-04-28 Haoxuan Zhang , Ruochi Li , Yang Zhang , Zhenni Liang , Junhua Ding , Ting Xiao , Haihua Chen

Generative Artificial Intelligence (Generative AI) holds significant promise in reshaping interactive systems design, yet its potential across the four key phases of human-centered design remains underexplored. This article addresses this…

人机交互 · 计算机科学 2024-11-06 Marie Muehlhaus , Jürgen Steimle

In this research work we have proposed high-level ChildDiffusion framework capable of generating photorealistic child facial samples and further embedding several intelligent augmentations on child facial data using short text prompts,…

计算机视觉与模式识别 · 计算机科学 2024-10-23 Muhammad Ali Farooq , Wang Yao , Peter Corcoran

Suspect face generation remains a technical challenge in crime investigations. Traditional sketch-drawing workflows suffer from low efficiency and quality, while diffusion-based approaches still face intrinsic limitations on conditional…

计算机视觉与模式识别 · 计算机科学 2026-05-04 Weichen Liu , Yixin Yang , Changsheng Chen , Alex Kot
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