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Most visual grounding solutions primarily focus on realistic images. However, applications involving synthetic images, such as Graphical User Interfaces (GUIs), remain limited. This restricts the development of autonomous computer…

Human-Computer Interaction · Computer Science 2025-07-21 El Hassane Ettifouri , Jessica López Espejel , Laura Minkova , Tassnim Dardouri , Walid Dahhane

In model-driven engineering, the bidirectional transformation of models plays a crucial role in facilitating the use of editors that operate at different levels of abstraction. This is particularly important in the context of…

Software Engineering · Computer Science 2023-05-08 Hugo Lourenço , João Costa Seco , Carla Ferreira , Tiago Simões , Vasco Silva , Filipe Assunção , André Menezes

Multi-window mobile scenarios, such as split-screen and foldable modes, make GUI display defects more likely by forcing applications to adapt to changing window sizes and dynamic layout reflow. Existing detection techniques are limited in…

Software Engineering · Computer Science 2026-04-22 Xinyao Zhang , Rui Wang , Jinhao Cui , Haotian Huang , Wei Xue , Wenhua Hu , Jianwen Xiang , Rui Hao

Recently, Multimodal Large Language Models (MLLMs) have achieved exceptional performance across diverse tasks, continually surpassing previous expectations regarding their capabilities. Nevertheless, their proficiency in perceiving emotions…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Daiqing Wu , Dongbao Yang , Sicheng Zhao , Can Ma , Yu Zhou

This paper reports on a study of transferring a desktop-based model-based engineering tool to a web application. The study has been conducted in the WEBMODEL project where the well-established technology stack around the Eclipse platform…

Software Engineering · Computer Science 2023-03-01 Florian Hölzl , Simon Barner

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

The use of adaptive workflow management for in situ visualization and analysis has been a growing trend in large-scale scientific simulations. However, coordinating adaptive workflows with traditional procedural programming languages can be…

Programming Languages · Computer Science 2023-03-30 Qi Wu , Tyson Neuroth , Oleg Igouchkine , Konduri Aditya , Jacqueline H. Chen , Kwan-Liu Ma

Vision Language Models (VLMs) are increasingly being used in a broad range of applications, bringing their security and behavioral control to the forefront. While existing approaches for behavioral control or output redirection, like system…

Computer Vision and Pattern Recognition · Computer Science 2025-08-13 Mansi Phute , Ravikumar Balakrishnan

Recent advances in vision-language models (VLMs) have sparked growing interest in using them to automate web tasks, yet their feasibility as independent agents that reason and act purely from visual input remains underexplored. We…

Human-Computer Interaction · Computer Science 2026-04-14 Alexandra Yakovleva , Henrik Pärssinen , Harri Valpola , Juho Kannala , Alexander Ilin

Clinical trials are critical for drug development. Constructing the appropriate eligibility criteria (i.e., the inclusion/exclusion criteria for patient recruitment) is essential for the trial's success. Proper design of clinical trial…

Computation and Language · Computer Science 2023-10-10 Zifeng Wang , Cao Xiao , Jimeng Sun

We introduce VIGiA, a novel multimodal dialogue model designed to understand and reason over complex, multi-step instructional video action plans. Unlike prior work which focuses mainly on text-only guidance, or treats vision and language…

Computer Vision and Pattern Recognition · Computer Science 2026-04-01 Diogo Glória-Silva , David Semedo , João Maglhães

PiML (read $\pi$-ML, /`pai`em`el/) is an integrated and open-access Python toolbox for interpretable machine learning model development and model diagnostics. It is designed with machine learning workflows in both low-code and high-code…

Machine Learning · Computer Science 2023-12-21 Agus Sudjianto , Aijun Zhang , Zebin Yang , Yu Su , Ningzhou Zeng

Recent advances have shown that multimodal large language models (MLLMs) benefit from multimodal interleaved chain-of-thought (CoT) with vision tool interactions. However, existing open-source models often exhibit blind tool-use reasoning…

Computer Vision and Pattern Recognition · Computer Science 2026-04-29 Chaoyang Wang , Kaituo Feng , Dongyang Chen , Zhongyu Wang , Zhixun Li , Sicheng Gao , Meng Meng , Xu Zhou , Manyuan Zhang , Yuzhang Shang , Xiangyu Yue

As REST APIs have become widespread in modern web services, comprehensive testing of these APIs is increasingly crucial. Because of the vast search space of operations, parameters, and parameter values, along with their dependencies and…

Software Engineering · Computer Science 2025-03-05 Tyler Stennett , Myeongsoo Kim , Saurabh Sinha , Alessandro Orso

As Large Language Models shift the programming toward human-guided ''vibe coding'', agentic coding tools increasingly rely on models to self-diagnose and repair their own subtle faults -- a capability central to autonomous software…

Software Engineering · Computer Science 2026-03-18 Srijan Bansal , Jiao Fangkai , Yilun Zhou , Austin Xu , Shafiq Joty , Semih Yavuz

The Graphical User Interface (GUI) is pivotal for human interaction with the digital world, enabling efficient device control and the completion of complex tasks. Recent progress in Large Language Models (LLMs) and Vision Language Models…

Artificial Intelligence · Computer Science 2024-06-14 Danyang Zhang , Zhennan Shen , Rui Xie , Situo Zhang , Tianbao Xie , Zihan Zhao , Siyuan Chen , Lu Chen , Hongshen Xu , Ruisheng Cao , Kai Yu

Autonomous vehicles are complex systems that are challenging to test and debug. A requirements-driven approach to the development process can decrease the resources required to design and test these systems, while simultaneously increasing…

Robotics · Computer Science 2019-08-06 Cumhur Erkan Tuncali , Georgios Fainekos , Danil Prokhorov , Hisahiro Ito , James Kapinski

Current instruction-based editing methods, such as InstructPix2Pix, often fail to produce satisfactory results in complex scenarios due to their dependence on the simple CLIP text encoder in diffusion models. To rectify this, this paper…

Computer Vision and Pattern Recognition · Computer Science 2023-12-13 Yuzhou Huang , Liangbin Xie , Xintao Wang , Ziyang Yuan , Xiaodong Cun , Yixiao Ge , Jiantao Zhou , Chao Dong , Rui Huang , Ruimao Zhang , Ying Shan

Usability testing is a fundamental research method that user experience (UX) researchers use to evaluate and iterate their new designs. But what about evaluating and iterating the usability testing study design itself? Recent advances in…

Computation and Language · Computer Science 2025-09-22 Yuxuan Lu , Bingsheng Yao , Hansu Gu , Jing Huang , Jessie Wang , Yang Li , Jiri Gesi , Qi He , Toby Jia-Jun Li , Dakuo Wang

Automation of existing Graphical User Interfaces (GUIs) is important but hard to achieve. Upstream of making the GUI user-accessible or somehow scriptable, even the data-collection to understand the original interface poses significant…

Human-Computer Interaction · Computer Science 2025-04-15 Iason Chaimalas , Arnas Vyšniauskas , Gabriel Brostow
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