Author

Mirza Samad Ahmed Baig

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Preprint Aug 2026

Whose doctor does the AI recommend? An algorithm audit of reputation and demographic signals in large language model-assisted physician choice

A prespecified randomized algorithm audit of what causally moves large language model (LLM) assistants' recommendations, finding that gender and ethnicity were signaled through names following correspondence-audit methodology.

Syeda Anshrah Gillani, Mirza Samad Ahmed Baig · 0 citations

#artificial intelligence Preprint Aug 2026

How Quantum Is the Advantage? A Fair, Calibration- and Noise-Aware Benchmark and Attribution Audit of Quantum Machine Learning for Network Intrusion Detection

A quantum-attribution audit is introduced that quantifies how much of any gain is genuinely attributable to the quantum component of quantum models, and attributes this to classical preprocessing and regularisation rather than quantum effects.

Syeda Anshrah Gillani, Mirza Samad Ahmed Baig, Shahid Munir Shah et al. · 0 citations