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Large language models (LLMs) have demonstrated remarkable capabilities in code generation tasks. However, a gap remains between their output and the problem-solving strategies of human developers. Unlike humans, who spend substantial time…

Software Engineering · Computer Science 2025-09-29 Jie JW Wu , Manav Chaudhary , Davit Abrahamyan , Arhaan Khaku , Anjiang Wei , Fatemeh H. Fard

Despite remarkable advancements, current Text-to-Image (T2I) models struggle with complex, long-form textual instructions, frequently failing to accurately render intricate details, spatial relationships, or specific constraints. This…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Xiaochuan Lin , Xiangyong Chen , Xuan Li , Yichen Su

The burgeoning field of generative artificial intelligence has fundamentally reshaped our approach to content creation, with Large Vision-Language Models (LVLMs) standing at its forefront. While current LVLMs have demonstrated impressive…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Spencer Ramsey , Jeffrey Lee , Amina Grant

Conversational agents show the promise to allow users to interact with mobile devices using language. However, to perform diverse UI tasks with natural language, developers typically need to create separate datasets and models for each…

Human-Computer Interaction · Computer Science 2023-02-21 Bryan Wang , Gang Li , Yang Li

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…

Human-Computer Interaction · Computer Science 2026-01-27 Bryan Min , Peiling Jiang , Zhicheng Huang , Haijun Xia

This paper presents a novel method for user interface (UI) generation based on the Transformer architecture, addressing the increasing demand for efficient and aesthetically pleasing UI designs in software development. Traditional UI design…

Human-Computer Interaction · Computer Science 2024-10-24 Shiyu Duan , Runsheng Zhang , Mengmeng Chen , Ziyi Wang , Shixiao Wang

Creating interactive scenes often involves complex programming tasks. Although large language models (LLMs) like ChatGPT can generate code from natural language, their output is often error-prone, particularly when scripting interactions…

Human-Computer Interaction · Computer Science 2025-02-10 Hui Ye , Chufeng Xiao , Jiaye Leng , Pengfei Xu , Hongbo Fu

It is common practice for developers of user-facing software to transform a mock-up of a graphical user interface (GUI) into code. This process takes place both at an application's inception and in an evolutionary context as GUI changes…

Software Engineering · Computer Science 2018-07-30 Kevin Moran , Carlos Bernal-Cárdenas , Michael Curcio , Richard Bonett , Denys Poshyvanyk

As customized accelerator design has become increasingly popular to keep up with the demand for high performance computing, it poses challenges for modern simulator design to adapt to such a large variety of accelerators. Existing…

Programming Languages · Computer Science 2022-02-03 Zhijing Li , Yuwei Ye , Stephen Neuendorffer , Adrian Sampso

The European Union (EU) through the High-Level Expert Group on Artificial Intelligence (AI-HLEG) and the General Data Protection Regulation (GDPR) has recently posed an interesting challenge to the eXplainable AI (XAI) community, by…

Computers and Society · Computer Science 2022-01-20 Francesco Sovrano , Fabio Vitali , Monica Palmirani

Performing Retrieval-Augmented Generation (RAG) directly on mobile devices is promising for data privacy and responsiveness but is hindered by the architectural constraints of mobile NPUs. Specifically, current hardware struggles with the…

Computation and Language · Computer Science 2025-12-18 Zhiyang Chen , Daliang Xu , Haiyang Shen , Chiheng Lou , Mengwei Xu , Shangguang Wang , Xin Jin , Yun Ma

This article presents a practitioner's reflection on applying declarative, 5th generation, problem formulation language (5GL) to de novo imaging system design, informed by experiences across the interdisciplinary research in academia and…

Optics · Physics 2025-09-03 Antony C Chan

Large language models (LLMs) are increasingly used for complex tasks that require multiple generation calls, advanced prompting techniques, control flow, and structured inputs/outputs. However, efficient systems are lacking for programming…

Natural language interfaces have exhibited considerable potential in the automation of Verilog generation derived from high-level specifications through the utilization of large language models, garnering significant attention.…

Hardware Architecture · Computer Science 2024-07-12 Kaiyan Chang , Zhirong Chen , Yunhao Zhou , Wenlong Zhu , kun wang , Haobo Xu , Cangyuan Li , Mengdi Wang , Shengwen Liang , Huawei Li , Yinhe Han , Ying Wang

While Large Language Model (LLM) agents show great potential for automated UI navigation such as automated UI testing and AI assistants, their efficiency has been largely overlooked. Our motivating study reveals that inefficient UI…

Software Engineering · Computer Science 2025-12-16 Dezhi Ran , Zhi Gong , Yuzhe Guo , Mengzhou Wu , Yuan Cao , Haochuan Lu , Hengyu Zhang , Xia Zeng , Gang Cao , Liangchao Yao , Yuetang Deng , Wei Yang , Tao Xie

The demand for innovation in product design necessitates a prolific ideation phase. Conversational AI (CAI) systems that use Large Language Models (LLMs) such as GPT (Generative Pre-trained Transformer) have been shown to be fruitful in…

Artificial Intelligence · Computer Science 2025-05-19 B. Sankar , Dibakar Sen

The pervasive use of textual formats in the documentation of software requirements presents a great opportunity for applying large language models (LLMs) to software engineering tasks. High-quality software requirements not only enhance the…

Software Engineering · Computer Science 2024-06-18 Bingyang Wei

Large language models (LLMs) have recently demonstrated strong capabilities in generating functional and aesthetic web interfaces directly from instructions. However, these models often replicate accessibility flaws from their training…

Software Engineering · Computer Science 2025-10-17 Janghan Yoon , Jaegwan Cho , Junhyeok Kim , Jiwan Chung , Jaehyun Jeon , Youngjae Yu

It has been of increasing interest in the field to develop automatic machineries to facilitate the design process. In this paper, we focus on assisting graphical user interface (UI) layout design, a crucial task in app development. Given a…

Human-Computer Interaction · Computer Science 2020-01-16 Yang Li , Julien Amelot , Xin Zhou , Samy Bengio , Si Si

The rapid advancement of large language models (LLMs) has revolutionized code generation tasks across various programming languages. However, the unique characteristics of programming languages, particularly those like Verilog with specific…

Machine Learning · Computer Science 2025-03-19 Changran Xu , Yi Liu , Yunhao Zhou , Shan Huang , Ningyi Xu , Qiang Xu