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The rise of graph analytics platforms has led to the development of various benchmarks for evaluating and comparing platform performance. However, existing benchmarks often fall short of fully assessing performance due to limitations in…

Databases · Computer Science 2026-01-06 Lingkai Meng , Yu Shao , Long Yuan , Longbin Lai , Peng Cheng , Xue Li , Wenyuan Yu , Wenjie Zhang , Xuemin Lin , Jingren Zhou

Recent advances in large language models (LLMs) have enabled the emergence of general-purpose agents for automating end-to-end machine learning (ML) workflows, including data analysis, feature engineering, model training, and competition…

Artificial Intelligence · Computer Science 2025-09-12 Hangyi Jia , Yuxi Qian , Hanwen Tong , Xinhui Wu , Lin Chen , Feng Wei

Since the inception of VisiCalc over four decades ago, spreadsheets have undergone a gradual transformation, evolving from simple ledger automation tools to the current state of Excel, which can be described as an Integrated Development…

Computers and Society · Computer Science 2024-09-23 Andrew Kumiega

Enterprise LLM deployment faces a critical scalability challenge: organizations must optimize models systematically to scale AI initiatives within constrained compute budgets, yet the specialized expertise required for manual optimization…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-29 Nicholas Santavas , Kareem Eissa , Patrycja Cieplicka , Piotr Florek , Matteo Nulli , Stefan Vasilev , Seyyed Hadi Hashemi , Antonios Gasteratos , Shahram Khadivi

Ensuring software quality remains a critical challenge in complex and dynamic development environments, where software defects can result in significant operational and financial risks. This paper proposes an innovative framework for…

Software Engineering · Computer Science 2024-12-17 Mohsen Hesamolhokama , Amirahmad Shafiee , Mohammadreza Ahmaditeshnizi , Mohammadamin Fazli , Jafar Habibi

Metadata are like the steam engine of the 21st century, driving businesses and offer multiple enhancements. Nevertheless, many companies are unaware that these data can be used efficiently to improve their own operation. This is where the…

Information Retrieval · Computer Science 2021-08-17 Peter Hillmann , Erik Heiland , Andreas Karcher

We propose a scalable and cost-efficient framework for deploying Graph-based Retrieval-Augmented Generation (GraphRAG) in enterprise environments. While GraphRAG has shown promise for multi- hop reasoning and structured retrieval, its…

Artificial Intelligence · Computer Science 2025-12-19 Congmin Min , Sahil Bansal , Joyce Pan , Abbas Keshavarzi , Rhea Mathew , Amar Viswanathan Kannan

Process Flow Diagrams (PFDs) and Process and Instrumentation Diagrams (PIDs) are critical tools for industrial process design, control, and safety. However, the generation of precise and regulation-compliant diagrams remains a significant…

Machine Learning · Computer Science 2024-12-10 Sakhinana Sagar Srinivas , Akash Das , Shivam Gupta , Venkataramana Runkana

The popularity of the Semantic Web (SW) encourages organizations to organize and publish semantic data using the RDF model. This growth poses new requirements to Business Intelligence (BI) technologies to enable On-Line Analytical…

Databases · Computer Science 2024-03-19 Rudra Pratap Deb Nath , Oscar Romero , Torben Bach Pedersen , Katja Hose

Complex operational workflows coordinating personnel, tools, and information are central to system operations, yet end-to-end automation remains challenging due to extensive human input requirements and limited ability to adapt over time.…

In the process of developing an infrastructure for providing visualization and visual analytics (VIS) tools to epidemiologists and modeling scientists, we encountered a technical challenge for applying a number of visual designs to numerous…

Human-Computer Interaction · Computer Science 2021-07-20 Saiful Khan , Phong H. Nguyen , Alfie Abdul-Rahman , Benjamin Bach , Min Chen , Euan Freeman , Cagatay Turkay

Despite decades of engineering and scientific research efforts, separation of concerns in software development remains not fully achieved. The challenge has been to avoid the crosscutting of concerns phenomenon, which has no apparent…

Software Engineering · Computer Science 2021-10-11 Júlio G. S. F. da Costa , Reinaldo A. Petta , Samuel Xavier-de-Souza

Exploratory analysis of high-dimensional data relies on embedding the data into a low-dimensional space (typically 2D or 3D), based on which visualization plot is produced to uncover meaningful structures and to communicate geometric and…

Human-Computer Interaction · Computer Science 2026-04-23 Burak Susam , Tingting Mu

We present a scalable pipeline for automatically generating high-quality training data for web agents. In particular, a major challenge in identifying high-quality training instances is trajectory evaluation - quantifying how much progress…

Artificial Intelligence · Computer Science 2026-02-16 Lajanugen Logeswaran , Jaekyeom Kim , Sungryull Sohn , Creighton Glasscock , Honglak Lee

Innovative HealthTech teams develop Artificial Intelligence (AI) systems in contexts where ethical expectations and organizational priorities must be balanced under severe resource constraints. While Responsible AI practices are expected to…

Human-Computer Interaction · Computer Science 2026-03-02 Svitlana Surodina , Sinem Görücü , Lili Golmohammadi , Emelia Delaney , Rita Borgo

The rapid progress and widespread deployment of LLMs and LLM-powered agents has outpaced our ability to evaluate them. Hand-crafted, static benchmarks are the primary tool for assessing model capabilities, but these quickly become…

Software Engineering · Computer Science 2025-10-30 Amanda Dsouza , Harit Vishwakarma , Zhengyang Qi , Justin Bauer , Derek Pham , Thomas Walshe , Armin Parchami , Frederic Sala , Paroma Varma

High-fidelity diagram creation requires the complex orchestration of semantic topology, visual styling, and spatial layout, posing a significant challenge for automated systems. Existing methods also suffer from a representation gap:…

Software Repositories contain knowledge on how software engineering teams work, communicate, and collaborate. It can be used to develop a data-informed view of a team's development process, which in turn can be employed for process…

Software Engineering · Computer Science 2020-07-17 Christoph Matthies , Franziska Dobrigkeit , Guenter Hesse

Networking data analytics is increasingly used for enhanced network visibility and controllability. We draw the similarities between the Software Defined Networking (SDN) architecture and the MapReduce programming model. Inspired by the…

Networking and Internet Architecture · Computer Science 2016-09-13 Haoyu Song , Jun Gong , Hongfei Chen

This paper presents a novel framework enabling end-users to perform the management of complex robotic workplaces using a tablet and augmented reality. The framework allows users to commission the workplace comprising different types of…

Robotics · Computer Science 2023-06-16 Michal Kapinus , Zdeněk Materna , Daniel Bambušek , Vítězslav Beran , Pavel Smrž
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