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Graphical User Interface (GUI) agents have the potential to assist users in interacting with complex software (e.g., PowerPoint, Photoshop). While prior research has primarily focused on automating user actions through clicks and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Saelyne Yang , Jaesang Yu , Yi-Hao Peng , Kevin Qinghong Lin , Jae Won Cho , Yale Song , Juho Kim

The adoption of multimodal interactions by Voice Assistants (VAs) is growing rapidly to enhance human-computer interactions. Smartwatches have now incorporated trigger-less methods of invoking VAs, such as Raise To Speak (RTS), where the…

Existing GUI agent models relying on coordinate-based one-step visual grounding struggle with generalizing to varying input resolutions and aspect ratios. Alternatives introduce coordinate-free strategies yet suffer from learning under…

Machine Learning · Computer Science 2026-02-04 Xiaoce Wang , Guibin Zhang , Junzhe Li , Jinzhe Tu , Chun Li , Ming Li

This paper describes the ReprGesture entry to the Generation and Evaluation of Non-verbal Behaviour for Embodied Agents (GENEA) challenge 2022. The GENEA challenge provides the processed datasets and performs crowdsourced evaluations to…

Human-Computer Interaction · Computer Science 2022-08-26 Sicheng Yang , Zhiyong Wu , Minglei Li , Mengchen Zhao , Jiuxin Lin , Liyang Chen , Weihong Bao

Simulation is an invaluable tool for developing and evaluating controllers for self-driving cars. Current simulation frameworks are driven by highly-specialist domain specific languages, and so a natural language interface would greatly…

Artificial Intelligence · Computer Science 2023-10-27 Antonio Valerio Miceli-Barone , Alex Lascarides , Craig Innes

Currently, the integration of mobile Graphical User Interfaces (GUIs) is ubiquitous in most people's daily lives. And the ongoing evolution of multimodal large-scale models, such as GPT-4v, Qwen-VL-Max, has significantly bolstered the…

Computer Vision and Pattern Recognition · Computer Science 2024-12-09 Songqin Nong , Jiali Zhu , Rui Wu , Jiongchao Jin , Shuo Shan , Xiutian Huang , Wenhao Xu

Representing the semantics of GUI screens and components is crucial to data-driven computational methods for modeling user-GUI interactions and mining GUI designs. Existing GUI semantic representations are limited to encoding either the…

Human-Computer Interaction · Computer Science 2021-01-28 Toby Jia-Jun Li , Lindsay Popowski , Tom M. Mitchell , Brad A. Myers

Creating music is iterative, requiring varied methods at each stage. However, existing AI music systems fall short in orchestrating multiple subsystems for diverse needs. To address this gap, we introduce Loop Copilot, a novel system that…

Sound · Computer Science 2024-09-02 Yixiao Zhang , Akira Maezawa , Gus Xia , Kazuhiko Yamamoto , Simon Dixon

Consumer applications are becoming increasingly smarter and most of them have to run on device ecosystems. Potential benefits are for example enabling cross-device interaction and seamless user experiences. Essential for today's smart…

Human-Computer Interaction · Computer Science 2021-03-30 Muhammad Mehran Sunny , Moritz Berghofer , Ilhan Aslan

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…

Human-Computer Interaction · Computer Science 2025-05-21 Xiang 'Anthony' Chen , Tiffany Knearem , Yang Li

Generative AI (GenAI) has fundamentally changed how knowledge workers, such as software developers, solve tasks and collaborate to build software products. Introducing innovative tools like ChatGPT and Copilot has created new opportunities…

Software Engineering · Computer Science 2024-05-06 Rasmus Ulfsnes , Nils Brede Moe , Viktoria Stray , Marianne Skarpen

Recent advances in large language models (LLMs) and autonomous agents have enabled systems capable of performing complex tasks across domains such as human-computer interaction, planning, and web navigation. However, many existing…

Artificial Intelligence · Computer Science 2025-07-22 Hongyi Yang , Yue Pan , Jiayi Xu , Kelsen Liu

Existing Graphical User Interface (GUI) reasoning tasks remain challenging, particularly in UI understanding. Current methods typically rely on direct screen-based decision-making, which lacks interpretability and overlooks a comprehensive…

Artificial Intelligence · Computer Science 2026-04-09 Songze Li , Xiaoke Guo , Tianqi Liu , Biao Yi , Zhaoyan Gong , Zhiqiang Liu , Huajun Chen , Wen Zhang

Procedural activity assistants potentially support humans in a variety of settings, from our daily lives, e.g., cooking or assembling flat-pack furniture, to professional situations, e.g., manufacturing or biological experiments. Despite…

Computation and Language · Computer Science 2025-10-02 Kimihiro Hasegawa , Wiradee Imrattanatrai , Masaki Asada , Ken Fukuda , Teruko Mitamura

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…

Human-Computer Interaction · Computer Science 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

Natural language (NL) toolkits enable visualization developers, who may not have a background in natural language processing (NLP), to create natural language interfaces (NLIs) for end-users to flexibly specify and interact with…

Human-Computer Interaction · Computer Science 2022-08-16 Rishab Mitra , Arpit Narechania , Alex Endert , John Stasko

Most popular goal-oriented dialogue agents are capable of understanding the conversational context. However, with the surge of virtual assistants with screen, the next generation of agents are required to also understand screen context in…

Machine Learning · Computer Science 2021-11-26 Sanchit Agarwal , Jan Jezabek , Arijit Biswas , Emre Barut , Shuyang Gao , Tagyoung Chung

Software development is a complex endeavor that depends on a wide variety of contextual factors involving a large amount of distributed information. This knowledge could include: technology-related tasks, software operating environments and…

Software Engineering · Computer Science 2020-06-04 Glaucia Melo , Edith Law , Paulo Alencar , Don Cowan

Co-speech gestures are crucial non-verbal cues that enhance speech clarity and expressiveness in human communication, which have attracted increasing attention in multimodal research. While the existing methods have made strides in gesture…

Computer Vision and Pattern Recognition · Computer Science 2025-03-04 Hongye Cheng , Tianyu Wang , Guangsi Shi , Zexing Zhao , Yanwei Fu

Since most software systems provide their users with interactive features, building user interfaces (UI) is one of the core software engineering tasks. It consists in designing, implementing and testing ever more sophisticated and versatile…

Software Engineering · Computer Science 2021-05-31 Arnaud Blouin , Jean-Marc Jézéquel
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