Abrar Hossain

Abrar Hossain

Research Graduate Assistant

The University of Toledo

Biography

I am a Graduate Research Assistant at The University of Toledo, pursuing a Master’s in Computer Science with a focus on High-Performance and Distributed Computing (HPC/DC). My research centers on developing system software solutions to improve the efficiency, reliability, and cost-effectiveness of distributed and HPC systems, leveraging techniques such as stochastic modeling, control, and optimization. Alongside my work at UToledo, I have contributed to HPC network infrastructure improvements at NCSA and community data solutions at NCAR.

In the rare moments I’m not chasing performance metrics, I chase perfect albums and films. Browse my questionable taste on Spotify and Letterboxd.

Interests
  • High Performance Computing (HPC)
  • Stochastic Modeling & Optimization
  • Parallel and Distributed Computing
  • Cloud Computing
Education
  • MSc in Computer Science, 2025 (Expected)

    The University of Toledo

  • BSc in Electrical and Electronic Engineering, 2019

    Chittagong University of Engineering & Technology

Experience

Intern

National Center for Supercomputing Applications
June 2025 - August 2025 · Urbana, IL

  • Built parser for eBPF maps for 80+ VLANs and ports with configurable polling intervals via REST API
  • Integrated with InfluxDB v3 for efficient storage and Grafana for real-time visualization
  • Added configurable logging, reducing manual reconfiguration time by 40%

Graduate Research Assistant

The University of Toledo
August 2023 - Present · Toledo, OH

  • Developed TARDIS, a power-aware HPC scheduler using GNNs, cost reduction: 18% (temporal), 10-20% (spatial)
  • Developed LASP, a multi-armed bandit-based tuning strategy for HPC on edge devices, achieving 2.5% average performance gain over default settings.
  • Developed a SST-based scalable job scheduler, ensuring high accuracy in wait times, node usage, parallelization

Visitor

NSF National Center for Atmospheric Research
August 2024 - December 2024 · Remote

  • Set up CouchDB, Chords, and Streampipes on ACCESS Jetstreams for community weather data storage
  • Built data orchestrator for efficient data routing, achieving 30% transmission efficiency gain
  • Reduced deployment costs by 25% for communities implementing the project

Intern

NSF National Center for Atmospheric Research
May 2024 - August 2024 · Boulder, CO

  • Designed private LoRa network for 6+ data types with Raspberry Pi gateways and central server
  • Improved wind forecasting with edge-ML, achieving 20% accuracy gain on Raspberry Pi
  • Image analysis with TensorFlow, 25% accuracy gain, 3x faster training, and 95% precision on 10,000+ images

Publications

2025

  1. Power-Aware Scheduling for Multi-Center HPC Electricity Cost Optimization
    Abrar Hossain, Abubeker Abdurahman, Mohammad Atiqul Islam, Kishwar Ahmed
    International Parallel and Distributed Processing Symposium (JSSPP 2025)

  2. Enhanced Intrusion Detection in IIoT Networks: A Lightweight Approach with Autoencoder-Based Feature Learning
    Tasnimul Hasan, Abrar Hossain, Mufakir Qamar Ansari, Talha Hussain Syed
    International Conference on Internet of Things, Big Data and Security (IoTBDS 2025)

  3. CROSS- HPC System Bayesian Optimization with Adaptive Transfer
    Abrar Hossain, Kishwar Ahmed
    IEEE International Conference on Cluster Computing (CLUSTER 2025)

2024

  1. HPC Application Parameter Autotuning on Edge Devices: A Bandit Learning Approach
    Abrar Hossain, Abdel-Hameed Badawy, Mohammad Atiqul Islam, Tapasya Patki, Kishwar Ahmed
    IEEE International Conference on High Performance Computing, Data, and Analytics (HiPC'24)

  2. Scalable HPC Job Scheduling and Resource Management in SST
    Abubeker Abdurahman, Abrar Hossain, Kevin A Brown, Kazutomo Yoshii, Kishwar Ahmed
    Winter Simulation Conference (WSC'24)

  3. Environmental Data Sensing and Monitoring System Using Community-based Private LoRa Network
    Abrar Hossain, Keith Maull, Agbeli Ameko American Geophysical Union (AGU'24)

2023

  1. Automating HPC Model Selection on Edge Devices
    Abrar Hossain, Kishwar Ahmed
    International Conference for High Performance Computing, Networking, Storage and Analysis (SC'23)

Review and Volunteer Activity

Reviewer

  • PEARC'25 Tutorials and Workshops
  • PEARC'25 Poster and Visualization

Student Volunteer

  • PEARC'25
  • HiPC'24
  • AGU'24

News

[August'25] Received Cluster 2025 NSF Travel Grant

[August'25] Our poster got accepted to CLUSTER'25 to be held in Edinburgh, Scotland

[August'25] Attended 2025 CI4FAIR Workshop held at Purdue University

[July'25] Served as Session chair for Systems and Software Systems Track Session at PEARC'25

[July'25] Served as Poster and Visualization Judge at PEARC'25

[July'25] Served as Student Volunteer at PEARC'25

[June'25] Started Internship at NCSA. Will be working with the NDTS team

[May'25] Received UToledo Graduate Research Assistant Recognition Award

[April'25] Attended Midwest RCD Workshop in Cleveland, Ohio

[March'25] Our paper got accepted to JSSPP'25 to be held in Milan, Italy

[March'25] Received 2025 Midwest Research Computing and Data Travel Grant

[March'25] Received 2024 Bangladesh Sweden Trust Fund Scholarship

[February'25] Served as Reviewer for PEARC'25

[February'25] Our paper got accepted to IoTBDS'24

[December'24] Presented my NSF NCAR openIoTwx project at AGU'25

[December'24] Received 2024 IEEE HiPC TCPP Travel Grant

[November'24] Received 2024 Friends Education Fund Travel Grant

[November'24] Received 2024 AGU Student Travel Grant

[October'24] Our paper got accepted to HiPC'24 to be held in Bangalore, India

[October'24] Received 2024 SIParCS Student Travel Grant

[June'24] Our paper got accepted to WSC'24

[May'24] Extended my tenure at NSF NCAR as a visitior

[March'24] Started Internship at NSF NCAR. Will be working the openIoTwx team

[September'23] Our poster got accepted to SC'23

Recorded Talks

Internship Presentations

Environmental Data Sensing and Monitoring System Using Community-based Private LoRa Network

Venue: NCAR Mesa Lab, Boulder, CO

Date: August 2024

Abstract: Talk on my summer research with Dr Keith Maull and Agbeli Ameko

Watch Presentation