Discovery Projects - Grant ID: DP240101108

Funding Activity

Website
http://dataportal.arc.gov.au/NCGP/Web/Grant/Grant/DP240101108

Funding Status
Active

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Funded Activity Summary

Privacy-Aware and Personalised Explanation Overlays for Recommender Systems. AI-powered recommender systems provide recommendations for daily lives, but they need to be legally interpretable and explainable. This project aims to transform existing black-box recommender models into transparent and trustworthy decision-support systems. The resulting tools will offer granular, explorable rationales for the recommendations in real time, creating greater public confidence while advancing the field. The expected outcomes include graph embedding methods for capturing real-world relationships in all their messiness and complexity. The anticipated contributions include impartial and accountable recommender models that are resistant to adversarial attacks and that slow the spread of misinformation.

Funded Activity Details

Start Date: 01-01-2024

End Date: 31-12-2026

Funding Scheme: Discovery Projects

Funding Amount: $376,482.00

Funder: Australian Research Council

Research Topics

ANZSRC Field of Research (FoR)

Recommender systems | Data mining and knowledge discovery | Data management and data science | Information systems development methodologies and practice

ANZSRC Socio-Economic Objective (SEO)

Other Keywords

Artificial Intelligence | Data management and data science | Data mining and knowledge discovery | Expanding Knowledge In the Information and Computing Sciences | Information Systems | Information systems development methodologies and practice | Recommender systems

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