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Author

Mehmoona Akram

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Review Open access Aug 2026

Gaze-Based Interaction on Commodity Hardware: A Survey of Appearance-Based Estimation, Selection Techniques, And Multimodal Error Correction

Eye gaze is the fastest natural pointing signal available to interactive systems, but for three decades accurate gaze interaction has remained tied to dedicated infrared eyetracking hardware. The convergence of deep appearance-based gaze estimation, ubiquitous front-facing cameras, and on-device neural inference has op...

Zia Rasheed, Darda Rahman, Mehmoona Akram · 0 citations
Review Open access Aug 2026

Artificial Intelligence in Recruitment: A Review of Efficiency Claims, Bias Risks, And the Governance Imperative for HR Practice

The paper develops a governance-centred framework for HR practice, maps it against incoming regulation including the EU AI Act's classification of employment AI as high-risk, and sets out a research agenda focused on the gap between vendor claims and independently verifiable outcomes.

Mehmoona Akram, Syeda Fatima Hussain, R. Anwar · 0 citations

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