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Context: Trustworthiness of software has become a first-class concern of users (e.g., to understand software-made decisions). Also, there is increasing demand to demonstrate regulatory compliance of software and end users want to understand…

Software Engineering · Computer Science 2023-02-14 Matthias Galster , Jens Dietrich

Visually-aware recommender systems use visual signals present in the underlying data to model the visual characteristics of items and users' preferences towards them. In the domain of clothing recommendation, incorporating items' visual…

Computer Vision and Pattern Recognition · Computer Science 2018-08-23 Charles Packer , Julian McAuley , Arnau Ramisa

Provenance encodes information that connects datasets, their generation workflows, and associated metadata (e.g., who or when executed a query). As such, it is instrumental for a wide range of critical governance applications (e.g.,…

In an organization specifically as virtual as cloud there is need for access control systems to constrain users direct or backhanded action that could lead to breach of security. In cloud, apart from owner access to confidential data the…

Cryptography and Security · Computer Science 2014-11-10 Muralikrishnan Ramane , Balaji Vasudevan , Sathappan Allaphan

Analytic software tools and workflows are increasing in capability, complexity, number, and scale, and the integrity of our workflows is as important as ever. Specifically, we must be able to inspect the process of analytic workflows to…

Artificial Intelligence · Computer Science 2020-11-10 Scott Friedman , Jeff Rye , David LaVergne , Dan Thomsen , Matthew Allen , Kyle Tunis

Data provenance (the process of determining the origin and derivation of data outputs) has applications across multiple domains including explaining database query results and auditing scientific workflows. Despite decades of research,…

Databases · Computer Science 2026-05-15 Chrysanthi Kosyfaki , Ruiyuan Zhang , Nikos Mamoulis , Xiaofang Zhou

Many real-world planning domains involve diverse information sources, external entities, and variable-reliability agents, all of which may impact the confidence, risk, and sensitivity of plans. Humans reviewing a plan may lack context about…

Artificial Intelligence · Computer Science 2020-11-04 Scott E. Friedman , Robert P. Goldman , Richard G. Freedman , Ugur Kuter , Christopher Geib , Jeffrey Rye

For data-centric systems, provenance tracking is particularly important when the system is open and decentralised, such as the Web of Linked Data. In this paper, a concise but expressive calculus which models data updates is presented. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-08-24 Gabriel Ciobanu , Ross Horne

A dramatic rise in the flow of manipulated image content on the Internet has led to an aggressive response from the media forensics research community. New efforts have incorporated increased usage of techniques from computer vision and…

Computer Vision and Pattern Recognition · Computer Science 2020-01-15 Aparna Bharati , Daniel Moreira , Patrick Flynn , Anderson Rocha , Kevin Bowyer , Walter Scheirer

Data analytics often involves hypothetical reasoning: repeatedly modifying the data and observing the induced effect on the computation result of a data-centric application. Previous work has shown that fine-grained data provenance can help…

Databases · Computer Science 2020-07-13 Daniel Deutch , Yuval Moskovitch , Noam Rinetzky

Provenance metadata can be valuable in data sharing settings, where it can be used to help data consumers form judgements regarding the reliability of the data produced by third parties. However, some parts of provenance may be sensitive,…

Databases · Computer Science 2014-06-10 Paolo Missier , Jeremy Bryans , Carl Gamble , Vasa Curcin , Roxana Danger

In temporal interaction networks, vertices correspond to entities, which exchange data quantities (e.g., money, bytes, messages) over time. Tracking the origin of data that have reached a given vertex at any time can help data analysts to…

Databases · Computer Science 2021-10-12 Chrysanthi Kosyfaki Nikos Mamoulis

Provenance in scientific workflows is essential for understand- ing and reproducing processes, while in business processes, it can ensure compliance and correctness and facilitates process mining. However, the provenance of process…

Cryptography and Security · Computer Science 2025-10-08 Ludwig Stage , Mirela Riveni , Raimundas Matulevičius , Dimka Karastoyanova

Data provenance is a valuable tool for detecting and preventing cyber attack, providing insight into the nature of suspicious events. For example, an administrator can use provenance to identify the perpetrator of a data leak, track an…

Cryptography and Security · Computer Science 2016-09-02 Adam Bates , Kevin Butler , Alin Dobra , Brad Reaves , Patrick Cable , Thomas Moyer , Nabil Schear

Learning methods using synthetic data have attracted attention as an effective approach for increasing the diversity of training data while reducing collection costs, thereby improving the robustness of model discrimination. However, many…

Computer Vision and Pattern Recognition · Computer Science 2026-04-06 Koshiro Nagano , Ryo Fujii , Ryo Hachiuma , Fumiaki Sato , Taiki Sekii , Hideo Saito

Data provenance, or data lineage, describes the life cycle of data. In scientific workflows on HPC systems, scientists often seek diverse provenance (e.g., origins of data products, usage patterns of datasets). Unfortunately, existing…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-03 Runzhou Han , Mai Zheng , Suren Byna , Houjun Tang , Bin Dong , Dong Dai , Yong Chen , Dongkyun Kim , Joseph Hassoun , David Thorsley , Matthew Wolf

Provenance for database queries or scientific workflows is often motivated as providing explanation, increasing understanding of the underlying data sources and processes used to compute the query, and reproducibility, the capability to…

Programming Languages · Computer Science 2014-08-13 James Cheney , Amal Ahmed , Umut A. Acar

Provenance, or information about the origin or derivation of data, is important for assessing the trustworthiness of data and identifying and correcting mistakes. Most prior implementations of data provenance have involved heavyweight…

Programming Languages · Computer Science 2017-08-23 Stefan Fehrenbach , James Cheney

What impressions might readers form with visualizations that go beyond the data they encode? In this paper, we build on recent work that demonstrates the socio-indexical function of visualization, showing that visualizations communicate…

Human-Computer Interaction · Computer Science 2025-08-12 Amy Rae Fox , Michelle Morgenstern , Graham M. Jones , Arvind Satyanarayan

Provenance management must be present to enhance the overall security and reliability of long-tail microscopy (LTM) data management systems. However, there are challenges in provenance for domains with LTM data. The provenance data need to…

Cryptography and Security · Computer Science 2021-09-23 Hessam Moeini , Todd Nicholson , Klara Nahrstedt , Gianni Pezzarossi