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Recent progress in Multimodal Large Language Models (MLLMs) has highlighted the critical roles of both the visual backbone and the underlying language model. While prior work has primarily focused on scaling these components to billions of…

Computer Vision and Pattern Recognition · Computer Science 2025-08-01 Federico Cocchi , Nicholas Moratelli , Davide Caffagni , Sara Sarto , Lorenzo Baraldi , Marcella Cornia , Rita Cucchiara

Usability is a key factor in the effectiveness of recommender systems. However, the analysis of user interfaces is a time-consuming process that requires expertise. Recent advances in multimodal large language models (LLMs) offer promising…

Human-Computer Interaction · Computer Science 2025-11-19 Sebastian Lubos , Alexander Felfernig , Damian Garber , Viet-Man Le , Thi Ngoc Trang Tran

Vector database management systems (VDBMSs) play a crucial role in facilitating semantic similarity searches over high-dimensional embeddings from diverse data sources. While VDBMSs are widely used in applications such as recommendation,…

Software Engineering · Computer Science 2025-06-04 Yinglin Xie , Xinyi Hou , Yanjie Zhao , Shenao Wang , Kai Chen , Haoyu Wang

User eXperience (UX) is becoming increasingly important for success of software products. Yet, many companies still face various challenges in their work with UX. Part of these challenges relate to inadequate knowledge and awareness of UX…

Software Engineering · Computer Science 2016-06-30 Pariya Kashfi , Robert Feldt , Agneta Nilsson , Richard Berntsson Svensson

Systems with artificial intelligence components, so-called AI-based systems, have gained considerable attention recently. However, many organizations have issues with achieving production readiness with such systems. As a means to improve…

Software Engineering · Computer Science 2024-09-12 Lukas Heiland , Marius Hauser , Justus Bogner

In this paper, we present the Draw-and-Understand framework, exploring how to integrate visual prompting understanding capabilities into Multimodal Large Language Models (MLLMs). Visual prompts allow users to interact through multi-modal…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Weifeng Lin , Xinyu Wei , Ruichuan An , Peng Gao , Bocheng Zou , Yulin Luo , Siyuan Huang , Shanghang Zhang , Hongsheng Li

Assessing the aesthetic quality of graphic design is central to visual communication, yet remains underexplored in vision language models (VLMs). We investigate whether VLMs can evaluate design aesthetics in ways comparable to humans. Prior…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Arctanx An , Shizhao Sun , Danqing Huang , Mingxi Cheng , Yan Gao , Ji Li , Yu Qiao , Jiang Bian

When developing a safety-critical system it is essential to obtain an assessment of different design alternatives. In particular, an early safety assessment of the architectural design of a system is desirable. In spite of the plethora of…

Software Engineering · Computer Science 2011-07-07 Florian Leitner-Fischer , Stefan Leue

Reuse-based software development provides an opportunity for better quality and increased productivity in the software products. One of the most critical aspects of the quality of a software system is its performance. The systematic…

Software Engineering · Computer Science 2009-06-01 K. S. Jasmine , R. Vasantha

Understanding visually-rich business documents to extract structured data and automate business workflows has been receiving attention both in academia and industry. Although recent multi-modal language models have achieved impressive…

Computation and Language · Computer Science 2023-09-19 Zilong Wang , Yichao Zhou , Wei Wei , Chen-Yu Lee , Sandeep Tata

Multiple-view (MV) visualization provides a comprehensive and integrated perspective on complex data, establishing itself as an effective method for visual communication and exploratory data analysis. While existing studies have…

Human-Computer Interaction · Computer Science 2025-11-17 Yihan Hou , Yilin Ye , Liangwei Wang , Huamin Qu , Wei Zeng

Vision-Language Models (VLMs) excel in diverse multimodal tasks. However, user requirements vary across scenarios, which can be categorized into fast response, high-quality output, and low energy consumption. Relying solely on large models…

Machine Learning · Computer Science 2025-11-03 Xin Tang , Youfang Han , Fangfei Gou , Wei Zhao , Xin Meng , Yang Yu , Jinguo Zhang , Yuanchun Shi , Yuntao Wang , Tengxiang Zhang

Integrating multimodal foundation models into enterprise ecosystems presents a fundamental software architecture challenge. Architects must balance competing quality attributes: the high latency and non-determinism of vision language action…

Artificial Intelligence · Computer Science 2026-05-01 Habtom Kahsay Gidey , Alexander Lenz , Alois Knoll

Data science and engineering workflows often span multiple stages, from warehousing to orchestration, using tools like BigQuery, dbt, and Airbyte. As vision language models (VLMs) advance in multimodal understanding and code generation,…

Vision-Language Models (VLMs) have demonstrated strong capabilities in aligning visual and textual modalities, enabling a wide range of applications in multimodal understanding and generation. While they excel in zero-shot and transfer…

Computer Vision and Pattern Recognition · Computer Science 2025-09-25 Hao Dong , Moru Liu , Jian Liang , Eleni Chatzi , Olga Fink

Software architecture is critical in succeeding with DevOps. However, designing software architectures that enable and support DevOps (DevOps-driven software architectures) is a challenge for organizations. We assert that one of the…

Software Engineering · Computer Science 2021-11-16 Mojtaba Shahin , Ali Rezaei Nasab , Muhammad Ali Babar

Front-end engineering involves a complex workflow where engineers conceptualize designs, translate them into code, and iteratively refine the implementation. While recent benchmarks primarily focus on converting visual designs to code, we…

Computation and Language · Computer Science 2025-05-27 Haoyu Sun , Huichen Will Wang , Jiawei Gu , Linjie Li , Yu Cheng

While developing an information system for the University of Bern, we were faced with two major issues: managing software changes and adapting Business Information Models. Software techniques well-suited to software development teams exist,…

Software Engineering · Computer Science 2008-04-03 Patrick Chénais

The rise of machine learning (ML) and its integration into software systems has drastically changed development practices. While software engineering traditionally focused on manually created code artifacts with dedicated processes and…

Software Engineering · Computer Science 2025-02-25 Yorick Sens , Henriette Knopp , Sven Peldszus , Thorsten Berger

Creating formal models of interactive systems has wide reaching benefits, not only for verifying low-level correctness, but also as a tool for ensuring user interfaces behave logically and consistently. Despite this, tools for designing…

Software Engineering · Computer Science 2018-11-28 Nathaniel Watson , Steve Reeves , Paolo Masci