Exploring responsible applications of Synthetic Data to advance Online Safety Research and Development

Fuente: arXiv
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Autores principales: Johansson, Pica, Bright, Jonathan, Krishna, Shyam, Fischer, Claudia, Leslie, David
Formato: Preprint
Publicado: 2024
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author Johansson, Pica
Bright, Jonathan
Krishna, Shyam
Fischer, Claudia
Leslie, David
author_facet Johansson, Pica
Bright, Jonathan
Krishna, Shyam
Fischer, Claudia
Leslie, David
contents The use of synthetic data provides an opportunity to accelerate online safety research and development efforts while showing potential for bias mitigation, facilitating data storage and sharing, preserving privacy and reducing exposure to harmful content. However, the responsible use of synthetic data requires caution regarding anticipated risks and challenges. This short report explores the potential applications of synthetic data to the domain of online safety, and addresses the ethical challenges that effective use of the technology may present.
format Preprint
id arxiv_https___arxiv_org_abs_2402_04910
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Exploring responsible applications of Synthetic Data to advance Online Safety Research and Development
Johansson, Pica
Bright, Jonathan
Krishna, Shyam
Fischer, Claudia
Leslie, David
Computers and Society
The use of synthetic data provides an opportunity to accelerate online safety research and development efforts while showing potential for bias mitigation, facilitating data storage and sharing, preserving privacy and reducing exposure to harmful content. However, the responsible use of synthetic data requires caution regarding anticipated risks and challenges. This short report explores the potential applications of synthetic data to the domain of online safety, and addresses the ethical challenges that effective use of the technology may present.
title Exploring responsible applications of Synthetic Data to advance Online Safety Research and Development
topic Computers and Society
url https://arxiv.org/abs/2402.04910