4 papers
RetinaGuard: Risk-Controlled Agentic Triage for Multi-Disease Retinal Screening
Sohaib Sulman, Muhammad Atif Saeed, Akhtar Jamil +2
Retinal screening programmes need to know which automated decisions can be accepted without review. This paper presents RetinaGuard, an agentic triage framework in which quality, d…
HQNN-CL: Regime-Aware Hybrid Quantum Neural Network with Continual Learning for Financial Forecasting
Muhammad Atif Saeed, Akhtar Jamil, Subhan Ullah
Financial time-series forecasting is still difficult owing to the non-stationary nature of the market, regime changes, and catastrophic forgetting, which makes conventional deep le…
CalibCause: A Quality-Gated, Interpretable and Calibrated Deep Learning Framework for Diabetic Retinopathy Grading
Sohaib Sulman, Muhammad Atif Saeed, Akhtar Jamil +2
Most deep learning systems for diabetic retinopathy (DR) grading are evaluated on a single data source, with limited evidence of cross-site generalisation, uncertainty calibration,…
OntoKG-EQ: Evidence-boundary auditing for analytical knowledge graphs
Furqan Nasir, Muhammad Atif Saeed, Muhammad Ehsan +2
An analytical knowledge-graph result can be supported in its ambient graph while its delivered explanation omits deciding observations. OntoKG-EQ connects competency-question requi…