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In the field of AI-driven human-GUI interaction automation, while rapid advances in multimodal large language models and reinforcement fine-tuning techniques have yielded remarkable progress, a fundamental challenge persists: their…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Shaojie Zhang , Ruoceng Zhang , Pei Fu , Shaokang Wang , Jiahui Yang , Xin Du , Shiqi Cui , Bin Qin , Ying Huang , Zhenbo Luo , Jian Luan

Text to image generation methods (T2I) are widely popular in generating art and other creative artifacts. While visual hallucinations can be a positive factor in scenarios where creativity is appreciated, such artifacts are poorly suited…

Computer Vision and Pattern Recognition · Computer Science 2023-05-30 Rodrigo Valerio , Joao Bordalo , Michal Yarom , Yonatan Bitton , Idan Szpektor , Joao Magalhaes

As robots become increasingly integrated into everyday environments, intuitive communication paradigms such as natural language and end-user programming have become indispensable for specifying autonomous robot behavior. However, these…

Robotics · Computer Science 2026-05-15 Ting Li , David Porfirio

Recent advances in large language models (LLMs) have shown great potential in automating the process of visualization authoring through simple natural language utterances. However, instructing LLMs using natural language is limited in…

Human-Computer Interaction · Computer Science 2025-04-21 Zhen Wen , Luoxuan Weng , Yinghao Tang , Runjin Zhang , Yuxin Liu , Bo Pan , Minfeng Zhu , Wei Chen

Design space exploration (DSE) for Text-to-Image (TTI) models entails navigating a vast, opaque space of possible image outputs, through a commensurately vast input space of hyperparameters and prompt text. Minor adjustments to prompt input…

Human-Computer Interaction · Computer Science 2024-03-04 Shm Garanganao Almeda , J. D. Zamfirescu-Pereira , Kyu Won Kim , Pradeep Mani Rathnam , Bjoern Hartmann

AI illustrator aims to automatically design visually appealing images for books to provoke rich thoughts and emotions. To achieve this goal, we propose a framework for translating raw descriptions with complex semantics into semantically…

Computer Vision and Pattern Recognition · Computer Science 2022-09-09 Yiyang Ma , Huan Yang , Bei Liu , Jianlong Fu , Jiaying Liu

Multimodal large language models (MLLMs) have achieved remarkable progress on various vision-language tasks, yet their visual perception remains limited. Humans, in comparison, perceive complex scenes efficiently by dynamically scanning and…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Yuchen Feng , Zhenyu Zhang , Naibin Gu , Yilong Chen , Peng Fu , Zheng Lin , Shuohuan Wang , Yu Sun , Hua Wu , Weiping Wang , Haifeng Wang

We introduce PromptCanvas, a concept that transforms prompting into a composable, widget-based experience on an infinite canvas. Users can generate, customize, and arrange interactive widgets representing various facets of their text,…

Human-Computer Interaction · Computer Science 2025-06-05 Rifat Mehreen Amin , Oliver Hans Kühle , Daniel Buschek , Andreas Butz

Large Language Models are rapidly emerging as web-native interfaces to social platforms. On the social web, users frequently have ambiguous and dynamic goals, making complex intent understanding-rather than single-turn execution-the…

Artificial Intelligence · Computer Science 2026-01-27 Zenghua Liao , Jinzhi Liao , Xiang Zhao

Recent years have seen an increasing amount of work on embodied AI agents that can perform tasks by following human language instructions. However, most of these agents are reactive, meaning that they simply learn and imitate behaviors…

Artificial Intelligence · Computer Science 2022-10-25 Yichi Zhang , Jianing Yang , Jiayi Pan , Shane Storks , Nikhil Devraj , Ziqiao Ma , Keunwoo Peter Yu , Yuwei Bao , Joyce Chai

Over the last half century, the main application of Brain Computer Interfaces, BCIs has been controlling wheelchairs and neural prostheses or generating text or commands for people with restricted mobility. There has been very limited…

Human-Computer Interaction · Computer Science 2023-07-21 Tong Bill Xu , Saleh Kalantari

Creating assembly products demands significant manual effort and expert knowledge in 1) designing the assembly and 2) constructing the product. This paper introduces Prompt-to-Product, an automated pipeline that generates real-world…

Text-to-image generative models can be tremendously valuable in supporting creative tasks by providing inspirations and enabling quick exploration of different design ideas. However, one common challenge is that users may still not be able…

Human-Computer Interaction · Computer Science 2025-10-06 Yuhan Guo , Xingyou Liu , Xiaoru Yuan , Kai Xu

Creating thematic collections in industries demands innovative designs and cohesive concepts. Designers may face challenges in maintaining thematic consistency when drawing inspiration from existing objects, landscapes, or artifacts. While…

Computer Vision and Pattern Recognition · Computer Science 2024-03-14 Dinh-Khoi Vo , Duy-Nam Ly , Khanh-Duy Le , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

Constructive visualization uses physical data units - tokens - to enable non-experts to create personalized visualizations engagingly. However, its physical nature limits efficiency and scalability. One potential solution to address this…

Human-Computer Interaction · Computer Science 2023-08-09 Wei Wei , Samuel Huron , Yvonne Jansen

Interior design is crucial in creating aesthetically pleasing and functional indoor spaces. However, developing and editing interior design concepts requires significant time and expertise. We propose Virtual Interior DESign (VIDES) system…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Minh-Hien Le , Chi-Bien Chu , Khanh-Duy Le , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

Explainable AI (XAI) interfaces seek to make large language models more transparent, yet explanation alone does not produce understanding. Explaining a system's behavior is not the same as being able to engage with it, to probe and…

Human-Computer Interaction · Computer Science 2026-03-18 Gabrielle Benabdallah

Visual design instructors often provide multi-modal feedback, mixing annotations with text. Prior theory emphasizes the importance of actionable feedback, where "actionability" lies on a spectrum--from surfacing relevant design concepts to…

Human-Computer Interaction · Computer Science 2026-03-06 Mingyi Li , Mengyi Chen , Sarah Luo , Yining Cao , Haijun Xia , Maitraye Das , Steven P. Dow , Jane L. E

This paper aims to explore a generative approach for knowledge-based design ideation by applying the latest pre-trained language models in artificial intelligence (AI). Specifically, a method of fine-tuning the generative pre-trained…

Computation and Language · Computer Science 2022-04-21 Qihao Zhu , Jianxi Luo

Characterizing creativity in visualization design can lead to the design of more expressive representations and visualization authoring tools that prioritize human creativity. In this paper, we examine how creativity manifests itself in…

Human-Computer Interaction · Computer Science 2026-04-14 Tianwei Ma , Zinat Ara , Safwat Ali Khan , Fanny Chevalier , Niklas Elmqvist , Naimul Hoque
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