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Author

Bilal Sardar

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#explainable ai Open access Sep 2026

Privacy-aware adversarial defense with explainable AI for adversarial robustness in AI model

The Attention Concentration Score (ACS) is introduced, which measures how DP training shifts Transformer attention away from task-critical features toward non-functional ones, providing a mechanistic explanation of the trade-off.

Bilal Sardar, Shareeful Islam, Stefano Silvestri et al. · 0 citations
Open access Aug 2026

From Principles to Practice: Engineering Responsible AI for Geospatial Intelligence

AI-enabled geospatial applications increasingly inform high-stakes decisions in crop type classification, flood risk assessment, and land use monitoring; yet current practice prioritises predictive accuracy whilst leaving responsible AI (R-AI) largely unaddressed. This work aims to operationalise R-AI practice for geos...

M. Hassan, Bilal Sardar, Shareeful Islam et al. · 0 citations

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