Ayesha Afzal
Ayesha Afzal
Short Bio
Ayesha Afzal is a researcher at the Erlangen National High Performance Computing Center (NHR@FAU) in Germany. She holds a master’s degree in computational engineering from Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany, and a bachelor’s degree in electrical engineering from the University of Engineering and Technology, Lahore, Pakistan. Her PhD research, “A Holistic White-Box Approach to Performance Modeling for Supercomputing,” lies at the intersection of analytic performance models, performance tools, and parallel simulation frameworks in HPC. She also explores multi-core and parallel architectures, parallel algorithms and programming models, and domain-specific languages while teaching tutorials and supervising undergraduate and master’s students. She is actively involved in HPC initiatives such as KONWHIR with the Leibniz Supercomputing Centre (LRZ) on performance optimization, and NHR’s EEC project on enhancing energy efficiency and managing operational costs across NHR centers.
Ayesha contributes to the HPC community through various leadership roles. At the IEEE Computer Society, she serves as vice chair of both the Germany Section Chapter and Region 8 Area 2. She is the founder of the NHR Women in HPC chapter, organizes workshops such as EESP at ISC, PERMAVOST at ACM HPDC, and EE HPC SOP at SCA/HPCAsia, and regularly contributes to scientific community events as a chair, vice chair, program committee member, journal reviewer, panelist, and speaker. She has authored numerous peer-reviewed publications, and her work has been recognized through distinctions: the ISC PhD Forum Award (1st place, 2021), IEEE TPDS Best Paper Runner-up Award (2023), SC PMBS Best Short Paper Award (2023), SC Best Research Poster Finalist (2024), and ISC Best Research Poster Award (1st place, 2025). She was named to the Top 100 Future Leaders Role Model List (2022–2025), supported by Yahoo Finance and YouTube, and won WeAreTheCity’s Global Award for Achievement (2023).
- 2025: First Place, Best Research Poster Award (€500) — ISC High Performance, sponsored by Springer
- 2025: Named in Heroes Top 100 Future Leaders Role Model List — Supported by YouTube
- 2024: 2023 Best Paper Runner-Up Award — IEEE Transactions on Parallel and Distributed Systems Journal
- 2024: Best Research Poster Award Finalist — Supercomputing Conference
- 2024: Named in Heroes Top 100 Future Leaders Role Model List — Supported by YouTube
- 2023: Best Short Paper Award — Supercomputing PMBS Workshop
- 2023: Global Award for Achievement — WeAreTheCity Rising Star Awards
- 2023: Named in Heroes Top 100 Future Leaders Role Model List — Supported by YouTube
- 2022: Wiley Top Downloaded Article — Concurrency and Computation: Practice and Experience (CCPE) Journal
- 2022: Data Scientist Award Finalist — Diversity in Tech Awards, sponsored by AWS
- 2022: Travel Grant Recipient ($600) — ACM SIGHPC
- 2022: Named in Empower Top 100 Future Leaders Role Models List — Supported by Yahoo Finance
- 2021: First Place, PhD Forum Award (€600) — ISC High Performance, sponsored by Springer
- 2021: Innovation Alliance 4.0 Sponsorship — University of Erlangen-Nuremberg Germany
- 2021: Data Scientist Award Finalist — Diversity in Tech Awards, sponsored by AWS
- 2021: Young Female STEM Pioneer Award Finalist — Diversity in Tech Awards, sponsored by AWS
- 2018: HiPEAC Paper Award — HiPEAC Network, Steering Committee
- 2014: Second Place, Fastest Scientific Computing Performance Challenge — University of Erlangen-Nuremberg, Germany
- 2008: First Place, Intermediate Pre-Engineering — Queen Mary College Lahore, Pakistan
- May 2024 – Present: Founder and Lead – NHR Women in HPC (WHPC) Chapter
- May 2024 – Present: Vice Chair – IEEE Computer Society Germany Section Chapter C016
- Jan 2025 – Present: Vice Chair – IEEE Computer Society Region 8 Area 2
- Apr 2024 – Apr 2025: Lead – IEEEXtreme Region 8 Germany Section
- 2026: Posters Chair – 38th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Chicago, IL, USA
- 2026: WHPC Posters Chair – 41st ISC High Performance Conference, Hamburg, Germany
- 2026: Co-Chair – 6th Energy Efficient High Performance Computing Systems (EE HPC SOP) Workshop at SCA/HPCAsia, Osaka, Japan
- 2025: General Chair – 1st Energy Efficiency with Sustainable Performance (EESP) Workshop at 40th ISC High Performance, Hamburg, Germany
- 2025: General Chair – 5th Performance EngineeRing, Modelling, Analysis, and VisualizatiOn STrategy (PERMAVOST) Workshop at 34th ACM International Symposium on High-Performance Parallel and Distributed Computing (HPDC), Notre Dame, IN, USA
- 2025: WHPC Program Chair – 31st International European Conference on Parallel and Distributed Computing (Euro-Par), Dresden, Germany
- 2025: WHPC Posters Chair – 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Publicity Co-Chair – 54th International Conference on Parallel Processing (ICPP), San Diego, CA, USA
- 2025: Research Paper Session Chair – 40th ISC High Performance Conference, Hamburg, Germany
- 2024: Posters Vice Chair – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Research Posters Vice Chair – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Doctoral Showcase Vice Chair – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: ACM Student Research Competition Vice Chair – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Art of HPC Vice Chair – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Co-Chair – 4th Performance EngineeRing, Modelling, Analysis, and VisualizatiOn STrategy (PERMAVOST) Workshop at 33rd ACM International Symposium on High-Performance Parallel and Distributed Computing (HPDC), Pisa, Italy
- 2024: WHPC Posters Co-Chair – 39th ISC High Performance Conference, Hamburg, Germany
- 2024: Publicity Chair – 53rd International Conference on Parallel Processing (ICPP), Gotland, Sweden
- 2023: Co-Chair – 3rd Performance EngineeRing, Modelling, Analysis, and VisualizatiOn STrategy (PERMAVOST) Workshop at 32nd ACM International Symposium on High-Performance Parallel and Distributed Computing (HPDC), Orlando, Florida
- 2023: Mentoring Co-Chair – 19th Women in HPC (WHPC) Workshop at 35th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Denver, CO, USA
- 2026: Tech Program Communication Liaison – 38th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Chicago, IL, USA
- 2026: Technical Papers Committee Member – 40th ACM International Conference on Supercomputing (ICS), Belfast, Northern Ireland, United Kingdom
- 2025: Technical Papers Committee Member – 27th IEEE International Conference on Cluster Computing (CLUSTER), Edinburgh, Scotland
- 2025: Technical Papers Committee Member – 25th IEEE International Symposium on Cluster, Cloud and Internet Computing (CCGrid), Tromsø, Norway
- 2025: Research Posters Committee Member – 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Research/ACM SRC Posters Committee Member – 37th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), St. Louis, MO, USA
- 2025: Lead Volunteer Reviewer – 37th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), St. Louis, MO, USA
- 2025: Community Engagement and Support Communication Liaison – 37th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), St. Louis, MO, USA
- 2024: Technical Papers Committee Member – 26th IEEE International Conference on Cluster Computing (CLUSTER), Kobe, Japan
- 2024: Technical Papers Committee Member – 30th International European Conference on Parallel and Distributed Computing (Euro-Par) WHPC Session, Madrid, Spain
- 2024: Research/ACM SRC Posters Committee Member – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Doctoral Showcase Committee Member – 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Committee Member – IEEE TechEthics Ad Hoc
- 2023: Technical Papers Committee Member – 35th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Denver, CO, USA
- 2023: Technical Papers Committee Member – 25th IEEE International Conference on Cluster Computing (CLUSTER), Santa Fe, New Mexico, USA
- 2023: Technical Papers Committee Member – 52nd International Conference on Parallel Processing (ICPP), Salt Lake City, Utah, USA
- 2023: Technical Papers Committee Member – 7th High Performance Computing and Cluster Technologies Conference (HPCCT), Jiaxing, Zhejiang, China
- 2023: Technical Papers Committee Member – Annual Modeling and Simulation Conference (ANNSIM), Hamilton, ON, Canada
- 2023: Technical Papers Committee Member – International Workshop on Performance, Portability and Productivity in HPC (P3HPC) at 35th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Denver, CO, USA
- 2023: Research Posters Committee Member – 35th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Denver, CO, USA
- 2023: Awards Committee Member – ACM/CSTA Cutler-Bell Prize in High School Computing, Virtual
- 2023: Awards Committee Member – CSTA CS Teaching Excellence Awards, Virtual
- 2022: Reviewer – 6th High Performance Computing and Cluster Technologies Conference (HPCCT), Fuzhou, China
- 2022: Reviewer – CSTA CS Teaching Excellence Award, Chicago, USA
- 2022: Reviewer – ACM/CSTA Cutler-Bell Prize in High School Computing, Chicago, USA
- 2022: Reviewer – Annual Conference of Computer Science Teachers Association (CSTA), Chicago, USA
- 2022: Student Volunteer – 34th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Denver, CO, USA
- 2022: Student Volunteer – 9th Annual Platform for Advanced Scientific Computing (PASC) Conference, Basel, Switzerland
- 2018: Reviewer – 31st International Conference on Architecture of Computing Systems (ARCS), Braunschweig, Germany
- 2025: Vanguards of HPC‑AI: Erlangen HPC Center’s Ayesha Afzal and the Acceleration of Science, spotlighting current and future HPC-AI leaders
- 2025: ISC 40th Anniversary: Connecting the Dots with Ayesha Afzal, emphasizing the interplay of technology, personal journeys, and evolving scientific identities
- 2025: Supercomputing Conference: Women Igniting Innovation in HPC with Ayesha Afzal, celebrating contributions to HPC
- 2023: Like Minded Females (LMF) Network Mentoring Program: Ayesha Afzal — Profiles in Spotlight Series, inspiring women to pursue STEM and mentor future scientists
- 2022: ACM SIGCSE Computing Crossroads: The Electrical Engineer Shifting to Computer Science, promoting multidimensional career paths
- 2022: Quartl Magazine #102: KONWIHR Erlangen: Getting to the bottom of modelling large-scale parallel applications, featuring ISC’21 First Place PhD Forum research
- 2021: Bavarian Ministry of Science and Art Research in Bavaria: The Researcher Mom, highlighting work-life balance
- 2018: Developer Blog by Codeplay: Solving Maxwell’s Equations on Unstructured Meshes with SYCL and ComputeCpp, presenting research innovations
2026
- , , :
Analytic Roofline Modeling and Energy Analysis of LULESH Proxy Application on Multi-Core Clusters
(2026)
DOI: 10.48550/arXiv.2412.08792 - , , :
Exploring metrics for analyzing dynamic behavior in MPI programs via a coupled-oscillator model
(2026)
DOI: 10.48550/arXiv.2506.02792
2023
- , , , :
Making applications faster by asynchronous execution: Slowing down processes or relaxing MPI collectives
In: Future Generation Computer Systems-The International Journal of Grid Computing Theory Methods and Applications (2023)
ISSN: 0167-739X
DOI: 10.1016/j.future.2023.06.017 - , , :
Physical Oscillator Model for Supercomputing
14th IEEE/ACM Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS23) (Denver, CO, USA, 2023-11-12 - 2023-11-17)
In: 14th IEEE/ACM Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS23) 2023
DOI: 10.1145/3624062.3625535 - , , :
SPEChpc 2021 Benchmarks on Ice Lake and Sapphire Rapids Infiniband Clusters: A Performance and Energy Case Study
14th IEEE/ACM Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS23) (Denver, CO, USA, 2023-11-12 - 2023-11-17)
In: 14th IEEE/ACM Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS23) 2023
DOI: 10.1145/3624062.3624197 - , , , :
Exploring Techniques for the Analysis of Spontaneous Asynchronicity in MPI-Parallel Applications
14th International Conference on Parallel Processing and Applied Mathematics, PPAM 2022 (Gdansk, Poland, 2022-09-11 - 2023-06-14)
In: Wyrzykowski, R., Dongarra, J., Deelman, E., Karczewski, K. (ed.): Lecture Notes in Computer Science 2023
DOI: 10.1007/978-3-031-30442-2_12 - , , , , :
PERMAVOST ‘23 Chairs’ Welcome Message
3rd Workshop on Performance Engineering, Modelling, Analysis, and Visualization Strategy, PERMAVOST 2023 (Orlando, FL, USA, 2023-06-20)
In: PERMAVOST 2023 - Proceedings of the 2023 on Performance Engineering, Modelling, Analysis, and Visualization Strategy 2023
DOI: 10.1145/3588993
URL: https://dl.acm.org/doi/proceedings/10.1145/3588993
2022
- , , :
Addressing White-box Modeling and Simulation Challenges in Parallel Computing
ACM SIGSIM-PADS '22 (GA, Atlanta, USA, 2022-06-08 - 2022-06-10)
In: SIGSIM-PADS '22: SIGSIM Conference on Principles of Advanced Discrete Simulation 2022
DOI: 10.1145/3518997.3534986 - , , :
Analytic performance model for parallel overlapping memory-bound kernels
In: Concurrency and Computation-Practice & Experience (2022)
ISSN: 1532-0626
DOI: 10.1002/cpe.6816
URL: https://onlinelibrary.wiley.com/doi/10.1002/cpe.6816 - , , :
The Role of Idle Waves, Desynchronization, and Bottleneck Evasion in the Performance of Parallel Programs
In: IEEE Transactions on Parallel and Distributed Systems (2022), p. 1-16
ISSN: 1045-9219
DOI: 10.1109/TPDS.2022.3221085
2021
- , , :
Analytic Modeling of Idle Waves in Parallel Programs: Communication, Cluster Topology, and Noise Impact
36th International Conference on High Performance Computing, ISC High Performance 2021 (Virtual, Online, 2021-06-24 - 2021-07-02)
In: Bradford L. Chamberlain, Bradford L. Chamberlain, Ana-Lucia Varbanescu, Hatem Ltaief, Piotr Luszczek (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2021
DOI: 10.1007/978-3-030-78713-4_19
2020
- , , :
Desynchronization and Wave Pattern Formation in MPI-Parallel and Hybrid Memory-Bound Programs
35th International Conference on High Performance Computing, ISC High Performance 2020 (Frankfurt, 2020-06-22 - 2020-06-25)
In: Ponnuswamy Sadayappan, Bradford L. Chamberlain, Guido Juckeland, Hatem Ltaief (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2020
DOI: 10.1007/978-3-030-50743-5_20
2019
- , , :
Propagation and Decay of Injected One-Off Delays on Clusters: A Case Study
2019 IEEE International Conference on Cluster Computing, CLUSTER 2019 (Albuquerque, NM, 2019-09-23 - 2019-09-26)
In: Proceedings - IEEE International Conference on Cluster Computing, ICCC 2019
DOI: 10.1109/CLUSTER.2019.8890995 - , , , , :
ClusterCockpit-A web application for job-specific performance monitoring
2019 IEEE International Conference on Cluster Computing, CLUSTER 2019 (Albuquerque, NM, 2019-09-23 - 2019-09-26)
In: Proceedings - IEEE International Conference on Cluster Computing, ICCC 2019
DOI: 10.1109/CLUSTER.2019.8891017
2018
- , , , , , , :
Solving Maxwell's Equations with Modern C++ and SYCL: A Case Study
The 29th Annual IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP) (Politecnico di Milano, Milan, 2018-07-10 - 2018-07-12)
In: Proceedings of the 29th Annual IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP) 2018
DOI: 10.1109/ASAP.2018.8445127
URL: https://www12.cs.fau.de/downloads/schmittch/publications/ASAGTFH18asap.pdf - , , , , , , , , :
OpenCL-based FPGA Design to Accelerate the Nodal Discontinuous Galerkin Method for Unstructured Meshes
The 26th IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM) (Boulder, CO, USA, 2018-04-29 - 2018-05-01)
In: Proceedings of the 26th IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM) 2018
DOI: 10.1109/FCCM.2018.00037
2025
- Afzal A., Hager G., Wellein G.:
DisCostiC: Digital Twin Performance Simulations Unlocking Hardware-Software Interplay
(Best Research Poster Award – 1st Place)
ISC High Performance 2025
(Hamburg, Germany, 2025-06-10/2025-06-13)
Download: Poster, Poster PDF, Extended abstract - Yean V., Afzal A., Hager G.:
ParaViz3D: MPI trace visualization with 3D video
The International Conference for High Performance Computing, Networking, Storage, and Analysis, SC25
(St. Louis, USA, 2025-11-21/2025-11-16)
2024
- Afzal A., Hager G., Wellein G.:
DisCostiC: Simulating MPI Applications Without Executing Code
(Best Research Poster Award Candidate and Finalist)
The International Conference for High Performance Computing, Networking, Storage, and Analysis, SC24
(Atlanta, GA, USA, 2024-11-17/2024-11-22)
Download: Poster PDF
2023
- Afzal A., Hager G., Wellein G.:
Making Applications Run Faster by Slowing Down Processes?
ISC High Performance 2023
(Hamburg, Germany, 2023-05-21/2023-05-25)
Download: Poster PDF
2022
- Afzal A., Hager G., Wellein G.:
DisCostiC: A DSL-based Parallel Simulation Framework using First-Principles Analytic Performance Models
The Platform for Advanced Scientific Computing Conference (PASC22)
(Basel, Switzerland, 2022-06-27/2022-06-29)
Download: Abstract and video talk; Poster PDF - Afzal A., Hager G., Wellein G.:
White-box Modelling of Parallel Computing Dynamics
The 5th International Conference on High Performance Computing in Asia-Pacific Region (HPC Asia 2022)
(Virtual, Online, 2022-01-12/2022-01-14)
Download: Extended abstract; Poster PDF
2021
- Afzal A., Hager G., Wellein G.:
Physical Oscillator Model for Parallel Distributed Computing
ISC High Performance 2021
(Virtual, Online, 2021-06-24/2021-07-02)
Download: Abstract; Poster PDF; Slides; Video talk - Afzal A., Hager G., Wellein G.:
Noise-driven Cluster-level Performance Modelling and Engineering
(First Place in the ISC PhD Forum Award 2021)
ISC High Performance 2021
(Virtual, Online, 2021-06-24/2021-07-02)
Download: Abstract; Poster PDF; Slides; Video talk
2019
- Afzal A., Hager G., Wellein G.:
Delay Flow Mechanisms On Clusters
EuroMPI ’19 Proceedings of the 26th European MPI Users’ Group Meeting
(Zurich, Switzerland, 2019-09-10/2019-09-13)
Download: Extended abstract; Poster PDF
(excluding paper presentations or poster lighting talks)
- Mar 25, 2024: Predicting Parallel Applications Performance using Automated Analytic First-principles Models in DisCostiC — TU Darmstadt, Parallel Programming Group, Darmstadt, Germany
- Aug 22, 2023: Performance Modeling Challenges in Extreme Scale Computing — ICIAM 2023 Minisymposium “Progress and Challenges in Extreme Scale Computing and Big Data”, Waseda University, Tokyo, Japan
- Apr 26, 2022: The Role of Idle Waves in Modeling and Optimization of Parallel Programs — NHR PerfLab Seminar, FAU Erlangen, Germany
- Mar 21, 2022: Modeling Challenges and Variability-driven Speedup of Parallel Programs — High Performance Computing Workshop, Leogang, Austria
- Aug 30, 2021: Variability is not all bad: parallel code out of lock-step — University of Basel, High Performance, Parallel, and Distributed Computing Group, Switzerland
- Jul 14, 2020: Intel Trace Collector and Analyzer for Parallel Computing — HPC Cafe, FAU Erlangen, Germany
- 2019 – 2024: “Parallel Programming with MPI In Depth (I + II)” and “Hands-On: Profiling with ITAC” — Annual course on Parallel Programming of High-Performance Systems, LRZ Garching / FAU Erlangen, Germany
- 2025: Bachelor Thesis – Markus Manfred Li: Energy Consumption of Modern CPUs and GPUs: A Study with Production Applications (ongoing)
- 2025: Bachelor Thesis – Onur Karaca: Implementation and Benchmarking of MPI Collectives in a Parallel Simulator Framework
- 2025: Master Thesis – Jean-Yves Verhaeghe: Exploring Advanced Visualization of MPI-Parallel Programs
- 2025: Master Thesis – Krishna Sai Lakshmi Gayatri Manda: Performance Analysis of Desynchronization Effects in a Parallel Optical Flow Solver
- 2024: Master Thesis – Aditya Ujeniya: Extending a Simulation Framework for Performance Assessment of Parallel Applications
- 2021: Bachelor Thesis – Sebastian Bönning: Integration of Chip-Level Performance Models into a Parallel Simulation Framework
- 2019: Master Thesis – Hassan Asghar: Development of a Benchmark Suite for Investigating MPI Communication Behavior
- 2024 – 2025: Energy Efficiency and Operational Costs in NHR (EEC) — Developing standardized KPIs and tools for HPC energy efficiency and sustainability — NHR Centers, Germany
- 2023 – 2025: JHPCN Heterogeneous Computing Project — Modeling MPI performance on heterogeneous supercomputing architectures — University of Tokyo, Japan & FAU Erlangen-Nürnberg, Germany
- 2023 – 2024: JHPCN Non-blocking Collectives Project — Investigating communication–computation overlap in large-scale MPI applications — Kyushu University, Japan & FAU Erlangen-Nürnberg, Germany
- 2022 – 2023: HPC-Europa3 Collaboration — Performance modeling of asynchronous behavior in parallel applications — KTH Royal Institute of Technology, Sweden & FAU Erlangen-Nürnberg, Germany
- 2019 – 2025: KONWIHR OMI4papps Project — Performance optimization and holistic modeling for large-scale scientific HPC applications — LRZ Garching & FAU Erlangen-Nürnberg, Germany
Ayesha Afzal holds a Bachelor’s degree in Electrical Engineering from the University of Engineering and Technology, Lahore, Pakistan (2012), where she focused on power systems and completed an internship with Siemens’ Transformers Energy Division in Lahore. She began her career in teaching, instructing final-year Electrical Engineering courses at the University of Management and Technology, Lahore, before pursuing her Master’s degree in Computational Engineering at Friedrich-Alexander-Universität Erlangen-Nürnberg Germany (2015). During her master’s, she worked as a Research Assistant at the Department of Regionales Rechenzentrum Erlangen (RRZE) and completed her thesis, “The Cost of Computation: Metrics and Models for Modern Multicore-Based Systems in Scientific Computing,” gaining hands-on experience in high-performance computing systems as well as performance and energy analysis. After parental leave (2015–2017), she joined the Department of Computer Science 12 (Hardware/Software Co-Design) at FAU on the BMFTR-funded HighPerMeshes project, where she designed a domain-specific language and developed target-aware optimization techniques for unstructured grids. Her PhD research, “A Holistic White-Box Approach to Performance Modeling for Supercomputing,” lies at the intersection of analytic performance models, performance tools, and parallel simulation frameworks in HPC. Following maternity leave in 2024, she resumed her researcher position (Wiss. Mitarbeiterin) at the Erlangen National High-Performance Computing Center (NHR@FAU) and is actively involved in HPC initiatives. She has collaborated on research projects with leading international institutions in Japan (University of Tokyo, Kyushu University), Sweden (KTH Royal Institute of Technology), Switzerland (University of Basel), and Germany (NHR centers, LRZ Garching, Paderborn University, ZIB Berlin, Fraunhofer ITWM).
- English: Professional working proficiency
- Urdu: Native proficiency
- Punjabi: Native proficiency
- German: Elementary proficiency
- Arabic: Elementary proficiency
- Oct 2023 – Present: Institute of Electrical and Electronics Engineers (IEEE)
- Oct 2023 – Present: IEEE Computer Society (IEEE CS)
- Oct 2023 – Present: IEEE Women in Engineering (IEEE-WIE)
- Jul 2022 – Present: Association for Computing Machinery (ACM)
- Jul 2022 – Present: ACM’s Women in Computing (ACM-W)
- Nov 2021 – Present: Computer Science Teachers Association (CSTA)
- Aug 2019 – Present: Women in High Performance Computing (WHPC)
- 2025: Moderator: NHR Sofa Talk, Energy Efficiency and Operational Costs in NHR — 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Moderator: NHR|WHPC Sofa Talk, Empowering Women’s Visibility in HPC — 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Co-Host: Meet & Greet with Cristin Merrit & Ayesha Afzal — 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Moderator: Women in HPC Poster Pitch Session — 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Co-Moderator: Women in HPC Poster Reception — 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Host: Pre-ISC Early Career Lightening Talks Showcase Webinar — Online
- 2024: Coordinator, NHR|WHPC Chapter Travel Grantees Mentorship Program — 36th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, Georgia, USA
- 2024: Co-Host: Pre-ISC Early Career Lightening Talks Showcase Webinar — Online
- 2025: Speaker: NHR|WHPC Chapter at the Women in HPC Tech Talk — 40th ISC High Performance Conference, Hamburg, Germany
- 2025: Blog writer: Empowering the Next Generation: The Early Career Program — 37th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), St. Louis, MO, USA
- 2025: Blog writer: Innovation and Family-Friendly Fun for All Ages at SC25 — 37th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), St. Louis, MO, USA
- 2025: Blog writer: Get Noticed at SC25: Apply to the HPC Illuminations Pavilion — 37th IEEE/ACM International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), St. Louis, MO, USA
- 2023: Panelist: Women in HPC: Empowering Future Careers — 1st NHR Conference, Berlin, Germany
- 2022: Advisory Board Member and Bronze Member — German Chapter of Women in Voice (WiV DE)
- 2022: Mentor and Member — Like Minded Females (LMF Network) CIC
- 2021: Ambassador and Member — Google Women Techmakers
- 2021: Ambassador, Mentor, and Member — WomenTech Network
- 2021: Volunteer and Member — AnitaB.org
- 2021: Volunteer and Member — Women Who Code
- 2021: Member — Ada’s List and Tech Ladies
- 2021: Member — Women in Tech (WIT) – Global Movement and WIT-Germany
- 2021: Member — Womentechcouncil (WTC)
- 2021: Participant — WITI’s (Women in Technology International) Global Summit and Hall of Fame via Carolyn Leighton Scholarship

