Mert Hidayetoglu

27 papers A* 2A 5B 1Journal 14Unranked 5
YearRankTypeTitle / Venue / Authors
2026 — conf
Shift Parallelism: Low-Latency, High-Throughput LLM Inference for Dynamic Workloads.
ASPLOS (2)
Mert Hidayetoglu, Aurick Qiao, Michael Wyatt, Jeff Rasley, Yuxiong He, Samyam Rajbhandari
2025 J jnl
Arctic Inference with Shift Parallelism: Fast and Efficient Open Source Inference System for Enterprise AI.
CoRR
Samyam Rajbhandari, Mert Hidayetoglu, Aurick Qiao, Ye Wang, Juncheng Yang, Jeff Rasley, Michael Wyatt, Yuxiong He
2025 A conf
HiCCL: A Hierarchical Collective Communication Library.
IPDPS
Mert Hidayetoglu, Simon Garcia De Gonzalo, Elliott Slaughter, Pinku Surana, Wen-mei W. Hwu, William Gropp, Alex Aiken
2025 A* conf
SSDTrain: An Activation Offloading Framework to SSDs for Faster Large Language Model Training.
DAC
Kun Wu, Jeongmin Brian Park, Xiaofan Zhang, Mert Hidayetoglu, Vikram Sharma Mailthody, Sitao Huang, Steven S. Lumetta, Wen-Mei Hwu
2025 J jnl
Shift Parallelism: Low-Latency, High-Throughput LLM Inference for Dynamic Workloads.
CoRR
Mert Hidayetoglu, Aurick Qiao, Michael Wyatt, Jeff Rasley, Yuxiong He, Samyam Rajbhandari
2025 J jnl
Task-Based Programming for Adaptive Mesh Refinement in Compressible Flow Simulations.
CoRR
Anjiang Wei, Hang Song, Mert Hidayetoglu, Elliott Slaughter, Sanjiva K. Lele, Alex Aiken
2024 A conf
CommBench: Micro-Benchmarking Hierarchical Networks with Multi-GPU, Multi-NIC Nodes.
ICS
Mert Hidayetoglu, Simon Garcia De Gonzalo, Elliott Slaughter, Yu Li, Christopher Zimmer, Tekin Bicer, Bin Ren, William Gropp, Wen-Mei Hwu, Alex Aiken
2024 — conf
Hector: An Efficient Programming and Compilation Framework for Implementing Relational Graph Neural Networks in GPU Architectures.
ASPLOS (3)
Kun Wu, Mert Hidayetoglu, Xiang Song, Sitao Huang, Da Zheng, Israt Nisa, Wen-Mei Hwu
2024 J jnl
HiCCL: A Hierarchical Collective Communication Library.
CoRR
Mert Hidayetoglu, Simon Garcia De Gonzalo, Elliott Slaughter, Pinku Surana, Wen-mei W. Hwu, William Gropp, Alex Aiken
2024 J jnl
TBA: Faster Large Language Model Training Using SSD-Based Activation Offloading.
CoRR
Kun Wu, Jeongmin Brian Park, Xiaofan Zhang, Mert Hidayetoglu, Vikram Sharma Mailthody, Sitao Huang, Steven S. Lumetta, Wen-mei W. Hwu
2023 J jnl
PIGEON: Optimizing CUDA Code Generator for End-to-End Training and Inference of Relational Graph Neural Networks.
CoRR
Kun Wu, Mert Hidayetoglu, Xiang Song, Sitao Huang, Da Zheng, Israt Nisa, Wen-mei W. Hwu
2022 J jnl
Fast Numerical Integration Techniques for 2.5-Dimensional Inverse Problems.
CoRR
Mert Hidayetoglu, Michael Oelze, Erhan Kudeki, Weng Cho Chew
2022 A* conf
Graph Neural Network Training and Data Tiering.
KDD
Seungwon Min, Kun Wu, Mert Hidayetoglu, Jinjun Xiong, Xiang Song, Wen-Mei Hwu
2022 J jnl
MemXCT: Design, Optimization, Scaling, and Reproducibility of X-Ray Tomography Imaging.
IEEE Trans. Parallel Distributed Syst.
Mert Hidayetoglu, Tekin Biçer, Simon Garcia De Gonzalo, Bin Ren, Doga Gürsoy, Rajkumar Kettimuthu, Ian T. Foster, Wen-mei W. Hwu
2021 B conf
Accelerating Fourier and Number Theoretic Transforms using Tensor Cores and Warp Shuffles.
PACT
Sultan Durrani, Muhammad Saad Chughtai, Mert Hidayetoglu, Rashid Tahir, Abdul Dakkak, Lawrence Rauchwerger, Fareed Zaffar, Wen-mei W. Hwu
2021 J jnl
Graph Neural Network Training with Data Tiering.
CoRR
Seungwon Min, Kun Wu, Mert Hidayetoglu, Jinjun Xiong, Xiang Song, Wen-mei W. Hwu
2021 J jnl
Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture.
CoRR
Seungwon Min, Kun Wu, Sitao Huang, Mert Hidayetoglu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-mei W. Hwu
2021 J jnl
Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture.
Proc. VLDB Endow.
Seungwon Min, Kun Wu, Sitao Huang, Mert Hidayetoglu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-mei W. Hwu
2021 J jnl
PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses.
CoRR
Seungwon Min, Kun Wu, Sitao Huang, Mert Hidayetoglu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-mei W. Hwu
2020 — conf
At-Scale Sparse Deep Neural Network Inference With Efficient GPU Implementation.
HPEC
Mert Hidayetoglu, Carl Pearson, Vikram Sharma Mailthody, Eiman Ebrahimi, Jinjun Xiong, Rakesh Nagi, Wen-Mei Hwu
2020 J jnl
Efficient Inference on GPUs for the Sparse Deep Neural Network Graph Challenge 2020.
CoRR
Mert Hidayetoglu, Carl Pearson, Vikram Sharma Mailthody, Eiman Ebrahimi, Jinjun Xiong, Rakesh Nagi, Wen-mei W. Hwu
2020 — conf
Node-Aware Stencil Communication for Heterogeneous Supercomputers.
IPDPS Workshops
Carl Pearson, Mert Hidayetoglu, Mohammad Almasri, Omer Anjum, I-Hsin Chung, Jinjun Xiong, Wen-mei W. Hwu
2020 J jnl
Petascale XCT: 3D Image Reconstruction with Hierarchical Communications on Multi-GPU Nodes.
CoRR
Mert Hidayetoglu, Tekin Bicer, Simon Garcia De Gonzalo, Bin Ren, Vincent De Andrade, Doga Gürsoy, Raj Kettimuthu, Ian T. Foster, Wen-mei W. Hwu
2020 A conf
Petascale XCT: 3D image reconstruction with hierarchical communications on multi-GPU nodes.
SC
Mert Hidayetoglu, Tekin Bicer, Simon Garcia De Gonzalo, Bin Ren, Vincent De Andrade, Doga Gürsoy, Raj Kettimuthu, Ian T. Foster, Wen-mei W. Hwu
2019 — conf
An Efficient GPU Implementation Technique for Higher-Order 3D Stencils.
HPCC/SmartCity/DSS
Omer Anjum, Simon Garcia De Gonzalo, Mert Hidayetoglu, Wen-Mei Hwu
2019 A conf
MemXCT: memory-centric X-ray CT reconstruction with massive parallelization.
SC
Mert Hidayetoglu, Tekin Biçer, Simon Garcia De Gonzalo, Bin Ren, Doga Gürsoy, Rajkumar Kettimuthu, Ian T. Foster, Wen-mei W. Hwu
2018 A conf
A Fast and Massively-Parallel Inverse Solver for Multiple-Scattering Tomographic Image Reconstruction.
IPDPS
Mert Hidayetoglu, Carl Pearson, Izzat El Hajj, Levent Gürel, Weng Cho Chew, Wen-mei W. Hwu