Author

M. Tanveer

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#machine learning Preprint Sep 2026

Beyond Benchmark Scores: Auditing Medical Vision-Language Models for Chest X-Ray Tuberculosis Screening

A medical model's benchmark score does not establish that the same conclusion holds under a different evaluation. This study tests whether claims about model ranking, score reliability and screening performance survive changes in cohort, prompt, negative spectrum, specified prevalence and operating threshold. We audit...

M. Akhtar, M. Tanveer, Mohd. Arshad · 0 citations

#machine learning Preprint Sep 2026

Bounded Adjustment with Reliability-Guided Embedding for Imbalanced Learning with Noisy Labels

Bounded predictive influence and reliability-guided geometry as complementary mechanisms for imbalanced learning with uncertain labels are supported as complementary mechanisms for imbalanced learning with uncertain labels.

M. Akhtar, J. Akarsh, M. Tanveer et al. · 0 citations

#machine learning Preprint Aug 2026

Residual-Guided Randomized Neural Networks

A simple and broadly applicable residual guided procedure that greedily constructs the hidden layer using a closed form residual decrease criterion and yields a progressive training process with a guaranteed monotonic decrease of the training objective.

M. Akhtar, M. Tanveer, Mohd. Arshad · 0 citations