Zoya Masih

Zoya holds a Bachelor's, a Master's, and a Ph.D. in Pure Mathematics, with her doctoral research focusing on Graph Theory. She is currently pursuing a second Ph.D. in Computer Science under the supervision of Prof. Julian Kunkel at GWDG. Her research focuses on the performance analysis of I/O operations in Machine Learning (ML) workloads. This research contributes to a better understanding and optimization of storage systems for AI applications.

• Machine learning Workloads
• High Performance Computing
• I/O Performance engineering
• Storage Systems for AI Applications
• Mathematical problem solving
• Graph Theory

• On comparative results concerning the Grundy and b-chromatic number of graphs, Zoya Masih (PhD Thesis), Advisors: Manouchehr Zaker, 2021-10-12, BibTeX
• Gröbner bases and combinatorics for binary codes, Zoya Masih (Master's Thesis), Advisors: Hossein Sabzrou, 2014-09-21, BibTeX

• Robust I/O Characterization of Machine Learning Workloads Across Performance Analysis Tools (Zoya Masih, Radita Liem, Julian Kunkel), In Association for Computing Machinery (37), 2026-05 BibTeX URL DOI
• DECICE: AI-Driven Scheduling and Digital Twin Integration for the Cloud-HPC-Edge Compute Continuum (Aasish Kumar Sharma, Felix Stein, Mirac Aydin, Michael Bidollahkhani, Sachin P. Nanavati, Mohsen Seyedkazemi Ardebili, Giorgi Mamulashvili, Mojtaba Akbari, Jonathan Decker, Zoya Masih, Julian M. Kunkel), In Proceedings of the IEEE Computers, Software, and Applications Conference 2026, IEEE, IEEE, COMPSAC-26, Madrid, Spain, 2026 BibTeX URL

• Factors Impacting I/O Time Proportion in AI Workloads (Zoya Masih, Radita Liem, Julian Kunkel), In Association for Computing Machinery (37), 2025-09-09 BibTeX URL DOI

• IO-Characterization of a screw conveyor simulation using LIGGGHTS (Zoya Masih, Patrick Höhn, Julian Kunkel), NHR Conference 2024, 2024 BibTeX

• A Comparison of the Grundy and b-Chromatic Number of K2,t-Free Graphs (Zoya Masih, Manouchehr Zaker), In Graphs and Combinatorics, pp. 16, Springer Link, ISSN: 1435-5914, 2023-01-27 BibTeX URL DOI PDF

• Some comparative results concerning the Grundy and b-chromatic number of graphs (Zoya Masih, Manouchehr Zaker), In Discrete Applied Mathematics, pp. 1-6, Elsevier, ISSN: 0166-218X, 2022-01-15 BibTeX URL DOI PDF

• On Grundy and b-Chromatic Number of Some Families of Graphs: A Comparative Study (Zoya Masih, Manouchehr Zaker), In Graphs and Combinatorics (37), 2021-01-01 BibTeX URL DOI