Ongoing Work and Under Submission
⬗ CARMA: Collocation-Aware Resource Manager with GPU Memory Estimator
⬗ GPUMemNet: Deep Leaning-based Estimation of GPU Memory Requirement for Neural Network Training Tasks
⬗ DP-Morph: Improving the Privacy–Utility–Performance Trade-off for Differentially Private OCT Segmentation
To Appear Soon
⬗ PiMPiC: An Overlap-Aware Contrastive Learning Framework for 3D Patch-Based Medical Image Segmentatio
Workshop: DEMI @ MICCAI '25, Seoul, Korea
Authors: Reza Karimzadeh, Ehsan Yousefzadeh-Asl-Miandoab, Pınar Tözün, Bulat Ibragimov
Publications
⬗ An analysis of collocation on GPUs for deep learning training
Workshop: EuroMLSys '24, Athens, Greece
Authors: Ties Robroek, Ehsan Yousefzadeh-Asl-Miandoab, Pınar Tözün
⬗ Profiling and Monitoring Deep Learning Training Tasks
Workshop: EuroMLSys '23, Rome, Italy
Ehsan Yousefzadeh-Asl-Miandoab, Ties Robroek, Pinar Tozun
⬗ Data Management and Visualization for Benchmarking Deep Learning Training Systems
Workshop: DEEM '23, Seatle, WA, USA
Ties Robroek, Aaron Duane, Ehsan Yousefzadeh-Asl-Miandoab, Pinar Tozun
⬗ NURA: A Framework for Supporting Non-Uniform Resource Accesses in GPUs
Journal: POMACS '22, Volume: 6, Issue: 1, Pages: 1-27
Authors: Sina Darabi, Negin Mahani, Hazhir Baxishi, Ehsan Yousefzadeh-Asl-Miandoab, Mohammad Sadrosadati, Hamid Sarbazi-Azad
⬗ OSM: Off-chip shared memory for GPUs
Journal: TPDS '22, Volume: 33, Issue: 12, pages: 3415 - 3429
Authors: Sina Darabi, Ehsan Yousefzadeh-Asl-Miandoab, Negar Akbarzadeh, Hajar Falahati, Pejman Lotfi-Kamran, Mohammad Sadrosadati, Hamid Sarbazi-Azad