Author

Hamail Ayaz

Atlantic Technological University;

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Research Focus:cell type annotation· 1 Research Focus:differential expression· 1 Research Focus:gene regulatory network inference· 1 Organism:human· 1 Approach:statistical model· 1

Frequent Co-Authors

Ayodeji Olusegun Ibitoye· 1 shared Muhammad Mahmood Ali· 1 shared OLADOSU OLADIMEJI· 1 shared Pooja Verma· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

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1 shared paperBioinformatics

Ayodeji Olusegun Ibitoye

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1 paper

Recent·Most cited

When perfect is a warning: explanations expose shortcuts that accuracy hides in cancer gene-expression classifiers

Hamail Ayaz, Pooja Verma, Muhammad Mahmood Ali, OLADOSU OLADIMEJI, Ayodeji Olusegun Ibitoye

The paper shows cancer classifiers can achieve perfect accuracy by learning data source shortcuts rather than biological features, and introduces a method to detect and mitigate this issue.

bioRxiv · Nov 3, 2026 · PreprintBioinformatics