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Related papers: Extensible Logging and Empirical Attainment Functi…

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Logs are imperative in the development and maintenance process of many software systems. They record detailed runtime information that allows developers and support engineers to monitor their systems and dissect anomalous behaviors and…

Software Engineering · Computer Science 2019-01-07 Jieming Zhu , Shilin He , Jinyang Liu , Pinjia He , Qi Xie , Zibin Zheng , Michael R. Lyu

Despite the possibility to quickly compute reachable sets of large-scale linear systems, current methods are not yet widely applied by practitioners. The main reason for this is probably that current approaches are not push-button-capable…

Numerical Analysis · Mathematics 2024-02-23 Mark Wetzlinger , Niklas Kochdumper , Matthias Althoff

The increasing heterogeneity of high-performance computing (HPC) systems and the transition to exascale architectures require systematic and reproducible performance evaluation across diverse workloads. While continuous integration (CI)…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Jayesh Badwaik , Mathis Bode , Michal Rajski , Andreas Herten

We present EPIC, an AI-driven platform designed to augment operational data analytics. EPIC employs a hierarchical multi-agent architecture where a top-level large language model provides query processing, reasoning and synthesis…

Databases · Computer Science 2025-09-23 Ahmad Maroof Karimi , Woong Shin , Jesse Hines , Tirthankar Ghosal , Naw Safrin Sattar , Feiyi Wang

Autonomous Earth Observation (EO) agents are transitioning from passive perception to complex, multi-step task execution. However, current architectures that integrate planning and execution within a single model often struggle with…

A lot of real-world engineering problems represent dynamicity with nests of nonlinearities due to highly complex network of exponential functions or large number of differential equations interacting together. Such search spaces are…

Neural and Evolutionary Computing · Computer Science 2020-05-07 Mojtaba Moattari , Emad Roshandel , Shima Kamyab , Zohreh Azimifar

This paper describes a work in progress implementing a solution for harvesting and transporting information logs from network devices in a e-science environment. The system is composed for servers, agents, active devices and a transporting…

Networking and Internet Architecture · Computer Science 2011-12-06 Mayol Arnao Reinaldo , Nuñez Luis A. , Lobo Antonio

We introduce a novel framework for human-AI collaboration in prediction and decision tasks. Our approach leverages human judgment to distinguish inputs which are algorithmically indistinguishable, or "look the same" to any feasible…

Machine Learning · Computer Science 2024-10-21 Rohan Alur , Loren Laine , Darrick K. Li , Dennis Shung , Manish Raghavan , Devavrat Shah

Test and evaluation is a necessary process for ensuring that engineered systems perform as intended under a variety of conditions, both expected and unexpected. In this work, we consider the unique challenges of developing a unifying test…

Systems and Control · Electrical Eng. & Systems 2022-01-21 Erin Lanus , Ivan Hernandez , Adam Dachowicz , Laura Freeman , Melanie Grande , Andrew Lang , Jitesh H. Panchal , Anthony Patrick , Scott Welch

Table extraction is an important but still unsolved problem. In this paper, we introduce a flexible and modular table extraction system. We develop two rule-based algorithms that perform the complete table recognition process, including…

Computer Vision and Pattern Recognition · Computer Science 2021-12-03 Marcin Namysl , Alexander M. Esser , Sven Behnke , Joachim Köhler

Characterizing quantum systems through experimental data is critical to applications as diverse as metrology and quantum computing. Analyzing this experimental data in a robust and reproducible manner is made challenging, however, by the…

Software logs record system activities, aiding maintainers in identifying the underlying causes for failures and enabling prompt mitigation actions. However, maintainers need to inspect a large volume of daily logs to identify the anomalous…

Software Engineering · Computer Science 2023-08-16 Yintong Huo , Cheryl Lee , Yuxin Su , Shiwen Shan , Jinyang Liu , Michael R. Lyu

AI systems produce large volumes of logs as they interact with tools and users. Analysing these logs can help understand model capabilities, propensities, and behaviours, or assess whether an evaluation worked as intended. Researchers have…

Large Language Models are increasingly deployed as autonomous agents for complex real-world tasks, yet existing systems often focus on isolated improvements without a unifying design for robustness and adaptability. We propose a generalist…

With the goal of identifying common practices in data science projects, this paper proposes a framework for logging and understanding incremental code executions in Jupyter notebooks. This framework aims to allow reasoning about how…

Human-Computer Interaction · Computer Science 2024-05-29 Jinjin Zhao , Avidgor Gal , Sanjay Krishnan

Log analysis is crucial for ensuring the orderly and stable operation of information systems, particularly in the field of Artificial Intelligence for IT Operations (AIOps). Large Language Models (LLMs) have demonstrated significant…

Computation and Language · Computer Science 2024-07-03 Tianyu Cui , Shiyu Ma , Ziang Chen , Tong Xiao , Shimin Tao , Yilun Liu , Shenglin Zhang , Duoming Lin , Changchang Liu , Yuzhe Cai , Weibin Meng , Yongqian Sun , Dan Pei

In the field of Structural Dynamics, modal analysis is the foundation of System Identification and vibration-based inspection. However, despite their widespread use, current state-of-the-art methods for extracting modal parameters from…

Systems and Control · Electrical Eng. & Systems 2024-11-19 Gabriele Dessena , Marco Civera

The number of Internet of Things (IoT) devices is increasing exponentially, and it is environmentally and economically unsustainable to power all these devices with batteries. The key alternative is energy harvesting, but battery-less IoT…

Hardware Architecture · Computer Science 2025-05-29 Lukas Liedtke , Per Gunnar Kjeldsberg , Frank Alexander Kraemer , Magnus Jahre

For a considerable number of software projects, the creation of effective test cases is hindered by design documentation that is either lacking, incomplete or obsolete. The exploratory testing approach can serve as a sound method in such…

Software Engineering · Computer Science 2019-12-05 Miroslav Bures , Karel Frajtak , Bestoun S. Ahmed

During the rapid development cycle for Internet products (websites and mobile apps), new features are developed and rolled out to users constantly. Features with code defects or design flaws can cause outages and significant degradation of…

Applications · Statistics 2019-05-28 Zhenyu Zhao , Mandie Liu , Anirban Deb