The relationship between trust in AI and trustworthy machine learning technologies

E Toreini, M Aitken, K Coopamootoo, K Elliott… - Proceedings of the …, 2020 - dl.acm.org
To design and develop AI-based systems that users and the larger public can justifiably
trust, one needs to understand how machine learning technologies impact trust. To guide …

A survey on provenance: What for? What form? What from?

M Herschel, R Diestelkämper, H Ben Lahmar - The VLDB Journal, 2017 - Springer
Provenance refers to any information describing the production process of an end product,
which can be anything from a piece of digital data to a physical object. While this survey …

Interpretable visual reasoning: A survey

F He, Y Wang, X Miao, X Sun - Image and Vision Computing, 2021 - Elsevier
Visual reasoning refers to the process of solving questions about visual information. At
present, most visual reasoning models are mainly based on deep learning and end-to-end …

Debugging database queries: A survey of tools, techniques, and users

S Gathani, P Lim, L Battle - Proceedings of the 2020 CHI Conference on …, 2020 - dl.acm.org
Database management systems (or DBMSs) have been around for decades, and yet are still
difficult to use, particularly when trying to identify and fix errors in user programs (or queries) …

Representing web graphs

S Raghavan, H Garcia-Molina - Proceedings 19th International …, 2003 - ieeexplore.ieee.org
A Web repository is a large special-purpose collection of Web pages and associated
indexes. Many useful queries and computations over such repositories involve traversal and …

Data provenance

B Glavic - Foundations and Trends® in Databases, 2021 - nowpublishers.com
Data provenance has evolved from a niche topic to a mainstream area of research in
databases and other research communities. This article gives a comprehensive introduction …

Query-oriented data cleaning with oracles

M Bergman, T Milo, S Novgorodov… - Proceedings of the 2015 …, 2015 - dl.acm.org
As key decisions are often made based on information contained in a database, it is
important for the database to be as complete and correct as possible. For this reason, many …

Why not yet: Fixing a top-k ranking that is not fair to individuals

Z Chen, P Manolios, M Riedewald - Proceedings of the VLDB …, 2023 - dl.acm.org
This work considers why-not questions in the context of top-k queries and score-based
ranking functions. Following the popular linear scalarization approach for multi-objective …

On explaining confounding bias

B Youngmann, M Cafarella… - 2023 IEEE 39th …, 2023 - ieeexplore.ieee.org
When analyzing large datasets, analysts are often interested in the explanations for
unexpected results produced by their queries. In this work, we focus on aggregate SQL …

Approximate summaries for why and why-not provenance (extended version)

S Lee, B Ludäscher, B Glavic - arXiv preprint arXiv:2002.00084, 2020 - arxiv.org
Why and why-not provenance have been studied extensively in recent years. However, why-
not provenance, and to a lesser degree why provenance, can be very large resulting in …