publications

2026

1. EuroMLSys

   

   GPU Memory and Utilization Estimation for Training-Aware Resource Management: Opportunities and Limitations

   Ehsan Yousefzadeh-Asl-Miandoab, Reza Karimzadeh, Danyal Yorulmaz, and 2 more authors

   In Proceedings of the Sixth European Workshop on Machine Learning and Systems, 2026

   DOI Bib Code Dataset

   @inproceedings{yousefzadeh2026gpumemutil,
     title = {GPU Memory and Utilization Estimation for Training-Aware Resource Management: Opportunities and Limitations},
     author = {Yousefzadeh-Asl-Miandoab, Ehsan and Karimzadeh, Reza and Yorulmaz, Danyal and Ibragimov, Bulat and T{\"o}z{\"u}n, P{\i}nar},
     booktitle = {Proceedings of the Sixth European Workshop on Machine Learning and Systems},
     pages = {127--138},
     year = {2026},
     doi = {10.1145/3805621.3807621},
     dataset = {https://huggingface.co/datasets/ehyo/GPU-Resources-Estimation-for-Deep-Learning-Training-Tasks},
   }

2. EuroMLSys

   

   Where the Time Goes: Analysis of a Public LLM Serving System

   Büşra Karatay Demiray, Ehsan Yousefzadeh-Asl-Miandoab, Benoît Garbinato, and 2 more authors

   In Proceedings of the Sixth European Workshop on Machine Learning and Systems, 2026

   DOI Bib

   @inproceedings{demiray2026wheretimegoes,
     title = {Where the Time Goes: Analysis of a Public LLM Serving System},
     author = {Demiray, B{\"u}{\c{s}}ra Karatay and Yousefzadeh-Asl-Miandoab, Ehsan and Garbinato, Beno{\i}t and T{\"o}z{\"u}n, P{\i}nar and Delgado, Pamela},
     booktitle = {Proceedings of the Sixth European Workshop on Machine Learning and Systems},
     pages = {171--182},
     year = {2026},
     doi = {10.1145/3805621.3807650},
   }

3. DBTest

   

   Benchmarking Column Statistics for Analytical Query Pruning

   Alexander Bilde Pedersen, Ehsan Yousefzadeh-Asl-Miandoab, Ismail Oukid, and 1 more author

   In Proceedings of the 11th International Workshop on Testing Database Systems, 2026

   DOI Bib

   @inproceedings{pedersen2026columnstats,
     title = {Benchmarking Column Statistics for Analytical Query Pruning},
     author = {Pedersen, Alexander Bilde and Yousefzadeh-Asl-Miandoab, Ehsan and Oukid, Ismail and Hentschel, Martin},
     booktitle = {Proceedings of the 11th International Workshop on Testing Database Systems},
     pages = {31--37},
     year = {2026},
     doi = {10.1145/3810991.3811633},
   }

2025

1. AISec

   

   DP-Morph: Improving the Privacy-Utility-Performance Trade-off for Differentially Private OCT Segmentation

   Shiva Parsarad, Ehsan Yousefzadeh-Asl-Miandoab, Raheleh Kafieh, and 3 more authors

   In Proceedings of the 18th ACM Workshop on Artificial Intelligence and Security, 2025

   DOI Bib

   @inproceedings{parsarad2025dpmorph,
     title = {DP-Morph: Improving the Privacy-Utility-Performance Trade-off for Differentially Private OCT Segmentation},
     author = {Parsarad, Shiva and Yousefzadeh-Asl-Miandoab, Ehsan and Kafieh, Raheleh and T{\"o}z{\"u}n, P{\i}nar and Ciorba, Florina M. and Wagner, Isabel},
     booktitle = {Proceedings of the 18th ACM Workshop on Artificial Intelligence and Security},
     pages = {264--275},
     year = {2025},
     doi = {10.1145/3733799.3762984},
   }

2. DEMI

   

   PiMPiC: An Overlap-Aware Contrastive Learning Framework for 3D Patch-Based Medical Image Segmentation

   Reza Karimzadeh, Ehsan Yousefzadeh-Asl-Miandoab, Hossein Arabi, and 2 more authors

   In Deep Generative Models in Medical Image Computing, 2025

   DOI Bib

   @inproceedings{karimzadeh2025pimpic,
     title = {PiMPiC: An Overlap-Aware Contrastive Learning Framework for 3D Patch-Based Medical Image Segmentation},
     author = {Karimzadeh, Reza and Yousefzadeh-Asl-Miandoab, Ehsan and Arabi, Hossein and T{\"o}z{\"u}n, P{\i}nar and Ibragimov, Bulat},
     booktitle = {Deep Generative Models in Medical Image Computing},
     pages = {21--31},
     year = {2025},
     doi = {10.1007/978-3-032-08009-7_3},
   }

3. arXiv

   

   CARMA: Collocation-Aware Resource Manager with GPU Memory Estimator

   Ehsan Yousefzadeh-Asl-Miandoab, Florina M. Ciorba, and Pınar Tözün

   arXiv preprint, 2025

   Bib

   @article{yousefzadeh2025carma,
     title = {CARMA: Collocation-Aware Resource Manager with GPU Memory Estimator},
     author = {Yousefzadeh-Asl-Miandoab, Ehsan and Ciorba, Florina M. and T{\"o}z{\"u}n, P{\i}nar},
     journal = {arXiv preprint},
     year = {2025},
     archiveprefix = {arXiv},
   }

4. PhD Thesis

   

   Collocation and Memory Estimation for Efficient GPU Resource Management in Deep Learning Training

   Ehsan Yousefzadeh-Asl-Miandoab

   IT University of Copenhagen, 2025

   Bib

   @phdthesis{yousefzadeh2025thesis,
     title = {Collocation and Memory Estimation for Efficient GPU Resource Management in Deep Learning Training},
     author = {Yousefzadeh-Asl-Miandoab, Ehsan},
     school = {IT University of Copenhagen},
     year = {2025},
   }

2024

1. EuroMLSys

   

   An Analysis of Collocation on GPUs for Deep Learning Training

   Ties Robroek, Ehsan Yousefzadeh-Asl-Miandoab, and Pınar Tözün

   In Proceedings of the Fourth Workshop on Machine Learning and Systems, 2024

   Bib

   @inproceedings{robroek2024collocation,
     title = {An Analysis of Collocation on GPUs for Deep Learning Training},
     author = {Robroek, Ties and Yousefzadeh-Asl-Miandoab, Ehsan and T{\"o}z{\"u}n, P{\i}nar},
     booktitle = {Proceedings of the Fourth Workshop on Machine Learning and Systems},
     pages = {81--90},
     year = {2024},
   }

2023

1. DEEM

   

   Data Management and Visualization for Benchmarking Deep Learning Training Systems

   Ties Robroek, Aaron Duane, Ehsan Yousefzadeh-Asl-Miandoab, and 1 more author

   In Proceedings of the Seventh Workshop on Data Management for End-to-End Machine Learning, 2023

   DOI Bib Code

   @inproceedings{robroek2023datamanagement,
     title = {Data Management and Visualization for Benchmarking Deep Learning Training Systems},
     author = {Robroek, Ties and Duane, Aaron and Yousefzadeh-Asl-Miandoab, Ehsan and T{\"o}z{\"u}n, P{\i}nar},
     booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End Machine Learning},
     pages = {1:1--1:5},
     year = {2023},
     doi = {10.1145/3614221.3614222},
   }

2. EuroMLSys

   

   Profiling and Monitoring Deep Learning Training Tasks

   Ehsan Yousefzadeh-Asl-Miandoab, Ties Robroek, and Pınar Tözün

   In Proceedings of the Third Workshop on Machine Learning and Systems, 2023

   DOI Bib Code

   @inproceedings{yousefzadeh2023profiling,
     title = {Profiling and Monitoring Deep Learning Training Tasks},
     author = {Yousefzadeh-Asl-Miandoab, Ehsan and Robroek, Ties and T{\"o}z{\"u}n, P{\i}nar},
     booktitle = {Proceedings of the Third Workshop on Machine Learning and Systems},
     pages = {18--25},
     year = {2023},
     doi = {10.1145/3578356.3592589},
   }

2022

1. TPDS

   

   OSM: Off-Chip Shared Memory for GPUs

   Sina Darabi, Ehsan Yousefzadeh-Asl-Miandoab, Negar Akbarzadeh, and 4 more authors

   IEEE Transactions on Parallel and Distributed Systems, 2022

   DOI Bib

   @article{darabi2022osm,
     title = {OSM: Off-Chip Shared Memory for GPUs},
     author = {Darabi, Sina and Yousefzadeh-Asl-Miandoab, Ehsan and Akbarzadeh, Negar and Falahati, Hajar and Lotfi-Kamran, Pejman and Sadrosadati, Mohammad and Sarbazi-Azad, Hamid},
     journal = {IEEE Transactions on Parallel and Distributed Systems},
     volume = {33},
     number = {12},
     pages = {3415--3429},
     year = {2022},
     doi = {10.1109/TPDS.2022.3154315},
   }

2. POMACS

   

   NURA: A Framework for Supporting Non-Uniform Resource Accesses in GPUs

   Sina Darabi, Negin Mahani, Hazhir Bakhishi, and 3 more authors

   Proceedings of the ACM on Measurement and Analysis of Computing Systems, 2022

   Presented at ACM SIGMETRICS 2022

   DOI Bib

   @article{darabi2022nura,
     title = {NURA: A Framework for Supporting Non-Uniform Resource Accesses in GPUs},
     author = {Darabi, Sina and Mahani, Negin and Bakhishi, Hazhir and Yousefzadeh-Asl-Miandoab, Ehsan and Sadrosadati, Mohammad and Sarbazi-Azad, Hamid},
     journal = {Proceedings of the ACM on Measurement and Analysis of Computing Systems},
     volume = {6},
     number = {1},
     pages = {16:1--16:27},
     year = {2022},
     note = {Presented at ACM SIGMETRICS 2022},
     doi = {10.1145/3508036},
   }