Abu Kaisar Mohammad Masum photo

Abu Kaisar Mohammad Masum

Ph.D. Candidate • Quantum Machine Learning • LLM • Emerging Computing • Hyperdimensional Computing (HDC)

Quantum ML HDC / VSA Hardware-Efficient AI Edge Inference LLM Benchmarking

👋 About

Abu Kaisar Mohammad Masum is a Ph.D. candidate in Quantum Machine Learning and Emerging Computing at the University of Louisiana at Lafayette, where he also earned an M.S. in Computer Science. He received his B.S. in Computer Science and Engineering from Daffodil International University, Bangladesh. His research has been published in leading venues, including DAC, AAAI, DATE, ISLPED, IEEE TVLSI, IEEE TBME, Nature Portfolio, IEEE Embedded Systems Letters, ISCAS, QCE, ICCD, ICTAI, GLSVLSI, MWSCAS, AAAI Fall Symposium, ARQTEC@HPCA, and WUC@ASPLOS. In 2025, he was selected as a DAC Young Fellow. Most recently, he was part of the winning team in the NASA Beyond the Algorithm Challenge: Novel Computing Architectures for Flood Analysis, securing a $100K grant for pioneering research integrating Quantum Computing and Hyperdimensional Computing (HDC) for real-world flood analysis.

Affiliation

  • Role: Graduate Teaching / Research Assistant (GTA/GRA)
  • University: University of Louisiana at Lafayette
  • Advisor: Dr. Sercan Aygun
  • Office: 301 E. Lewis St., James R. Oliver Hall, Room 359, Lafayette, LA 70503, USA

Professional Memberships

  • IEEE
  • IEEE Circuits and Systems Society (CASS)
  • IEEE Council on Electronic Design Automation (CEDA)
  • IEEE Quantum Technical Community
  • AAAI Student Member
  • ACM Student Member

🔬 Research

Intersecting frontiers in emerging computing
Quantum Machine Learning QML · QIP · QRNG Hyperdimensional Computing HDC · VSA · ReRAM Hardware-Efficient AI Edge · Low-Power · tinyML LLM & NLP BERT · Fine-Tuning Benchmarking Quantum-HDC Quantum Edge HD Inference Efficient LLM Quantum NLP HD Hardware Hardware-Aware Emerging AI CORE THESIS
Quantum ML
HDC / VSA
Hardware-Efficient AI
LLM & NLP

📌 News

Latest highlights and milestones

📝 Selected Publications

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ICTAI'26 (B)

Q-HyDRA: Quantum HyperDimensional Representation for Efficient Machine Learning

Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Fabio Cumbo, M. Hassan Najafi, Sercan Aygun
IEEE International Conference on Tools with Artificial Intelligence (ICTAI) (Acceptance rate: 21%)
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TBME (Journal)

AMS-HD: Hyperdimensional Computing for Real-Time and Energy-Efficient Acute Mountain Sickness Detection

Abu Kaisar Mohammad Masum, Mehran Moghadam, M. Hassan Najafi, Bige Unluturk, Ulkuhan Guler, Beth A. Beidleman, and Sercan Aygun
IEEE Transactions on Biomedical Engineering (TBME)
DOI
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ISLPED'26 (A)

XL-HD: Extended Learning in Hyperdimensional Computing via Deterministic Projections for In-Memory Accelerators

Sabrina Hassan Moon, Abu Kaisar Mohammad Masum, Sercan Aygun, Dayane Reis
International Symposium on Low Power Electronics and Design (ISLPED) (Acceptance rate: 22.5%)
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TVLSI (Journal)

Independent and Dynamic Vector Symbolic Architecture for Hardware-Efficient Edge AI

Mehran Moghadam, Abu Kaisar Mohammad Masum, Sercan Aygun, and M. Hassan Najafi
IEEE Transactions on Very Large Scale Integration Systems (TVLSI)
DOI
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npj Unconventional Computing (Journal)

Quantum Hyperdimensional Computing: a foundational paradigm for quantum neuromorphic architectures

Fabio Cumbo, Rui-Hao Li, Bryan Raubenolt, Jayadev Joshi, Abu Kaisar Mohammad Masum, Sercan Aygun, and Daniel Blankenberg
Nature Portfolio Journal (Unconventional Computing)
DOI
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IEEE ESL (Journal)

Single-Pass Learning Android Malware Detector for Mobile Computing Platforms

Colin Eddy Dupuis, Emilien J. Meyer, Abu Kaisar Mohammad Masum, and Sercan Aygun
IEEE Embedded Systems Letters (ESL)
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DATE'26 (A)

DAIQUIRI: Dynamic Quantization with Layer-wise Sensitivity Ranking for Hardware-Efficient LLMs

Tanha Tasfia, Abu Kaisar Mohammad Masum, Mehran Moghadam, M. Hassan Najafi, and Sercan Aygun
Design, Automation, and Test in Europe (DATE) (Acceptance rate:~25%)
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DATE'26 (A)

POSEiDON: Pose Estimation in Dynamic On-device Networks via Hyperdimensional Computing

Colin Eddy Dupuis, Emilien J. Meyer, Abu Kaisar Mohammad Masum, and Sercan Aygun
Design, Automation, and Test in Europe (DATE) (Acceptance rate:~25%)
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DATE'26 (A)

SP-HD: Stochastic Projection-Based HyperDimensional Architecture for Near-Sensor Image Classification

Ahmed Mamdouh, Sabrina Hassan Moon, Abu Kaisar Mohammad Masum, Emilien J. Meyer, Sercan Aygun and Dayane Reis
Design, Automation, and Test in Europe (DATE) (Acceptance rate:~25%)
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AAAI'26 (A*)

Deterministic Hyperdimensional Learning with Rank Refinement (Student Abstract)

Abu Kaisar Mohammad Masum, Sercan Aygun
Association for the Advancement of Artificial Intelligence (AAAI)
U.S. Provisional Patent
Patent Pending
U.S. Provisional Patent

On-the-Fly Hadamard Hypervector Processing for Efficient Hyperdimensional Computing

Abu Kaisar Mohammad Masum, Mehran Moghadam, Sabrina Hassan Moon, Ahmed Mamdouh Mohamed Ahmed, M. Hassan Najafi, Dayane Alfenas Reis, Sercan Aygun
U.S. Provisional Patent Application No. 63/975,724  •  Filed February 4, 2026  •  Patent Pending
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DAC'25 (A*)

On-the-Fly Hadamard Hypervector Processing for Efficient Hyperdimensional Computing

Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Sabrina Hassan Moon, Ahmed Mamdouh Mohamed Ahmed, M. Hassan Najafi, Dayane Reis, Sercan Aygun
Design Automation Conference (DAC) (Acceptance rate: 22.6%)
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ISLPED'25 (A)

ID-VSA: Independent and Dynamic Vector Symbolic Architecture for Energy-Efficient Edge AI

Mehran Moghadam✥, Abu Kaisar Mohammad Masum✥, Sercan Aygun, M. Hassan Najafi (✥ equal contribution)
International Symposium on Low Power Electronics and Design (ISLPED) (Acceptance rate: 22.5%)
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ICCD'25

GAN–BiLSTM–HDC: A Hybrid Framework for Robust and Hardware-Efficient Malware Detection

Emilien Meyer, Abu Kaisar Mohammad Masum, Mehran Moghadam, Lida Kouhalvandi, Gourav Datta, Sercan Aygun, M. Hassan Najafi
IEEE International Conference on Computer Design (ICCD) (Acceptance rate:~26%)
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QCE'25

Quantum-Based Random Numbers: Entropy, Efficiency, and Practicality

Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Lida Kouhalvandi, M. Hassan Najafi, Arman Roohi, Sercan Aygun
International Conference on Quantum Computing & Engineering (QCE)
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AAAI Symposium (QIML)'25

A Hybrid Classical-Quantum Fine Tuned BERT for Text Classification

Abu Kaisar Mohammad Masum, Naveed Mahmud, M. Hassan Najafi, Sercan Aygun
AAAI Symposium on Quantum Information & Machine Learning (QIML)
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GLSVLSI'25

Quantum Image Processing: A Comparative Study of NEQR and FRQI Encoding Schemes with Hybrid Processing

Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Lida Kouhalvandi, M Hassan Najafi, Sercan Aygun
Great Lakes Symposium on VLSI (GLSVLSI) (Acceptance rate:~27%)
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GLSVLSI'25

ParaHDC: Leveraging GPU Acceleration for Scalable Hyperdimensional Learning

Abu Kaisar Mohammad Masum, Sercan Aygun
Great Lakes Symposium on VLSI (GLSVLSI) (Acceptance rate:~27%)
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GLSVLSI'25

Robust Data Processing for Vector Symbolic Computing

Mehran Shoushtari Moghadam, Abu Kaisar Mohammad Masum, Sercan Aygun, M Hassan Najafi
Great Lakes Symposium on VLSI (GLSVLSI) (Acceptance rate:~27%)
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GLSVLSI'25

ReX-HD: A Deterministic ReRAM-Based Hyperdimensional Computing Framework for Edge Computing

Sabrina Hassan Moon, Ahmed Ahmed, Abu Kaisar Mohammad Masum, Sercan Aygun, Dayane Reis
Great Lakes Symposium on VLSI (GLSVLSI) (Acceptance rate:~27%)
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MWSCAS'25

tiny Machine Learning on Android Devices: Continuous Health Monitoring with Wearables

Colin Dupuis, Abu Kaisar Mohammad Masum, M. Hassan Najafi, Ulkuhan Guler, Sercan Aygan
International Midwest Symposium on Circuits and Systems (MWSCAS)
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ISCAS'25

AMS-HD: Acute Mountain Sickness Detection with Hyperdimensional Computing

Abu Kaisar Mohammad Masum, Reeti Pradhananga, Jonas I Schmidt, Mehran Shoushtari Mogdham, M. Hassan Najafi, Ulkuhan Guler, Bige Unluturk, Sercan Aygan
International Symposium on Circuits and Systems (ISCAS) (Acceptance rate:~30%)
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ISCAS'25

TRUE-BSG: a True Random Bit-Stream Generator for Fast and Efficient Stochastic Computing

Mehran Shoushtari Mogdham, Shelby Williams, Abu Kaisar Mohammad Masum, M. Hassan Najafi, Sercan Aygun, Magdy Bayoumi
International Symposium on Circuits and Systems (ISCAS) (Acceptance rate:~30%)
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IEEE VIS'24 (Poster)

QuanText: Text Data Visualization in Quantum Computing

Abu Kaisar Mohammad Masum, Naveed Mahmud
IEEE Visualization Conference (IEEE VIS)

🎓 Teaching

🏆 Awards, Funding & Recognition

Funding & Travel Awards

Honors & Recognition

💼 Professional Experience

🤝 Advising & Mentoring

🏛️ Academic Service

Conference Reviewer
GLSVLSI 2026, LREC 2022, 2026, ICMLA 2023, 2024, 2025, 2026, WACV Workshop on Vision-Based Understanding for Low-Resource Languages 2024
External Reviewer
ISLPED 2025, 2026, DAC 2024, 2025, 2026, DATE 2024, 2025, 2026, AAAI 2025, ICLR 2025, 2026, ICML 2026
Journal Reviewer
IEEE Transactions on Quantum Engineering 2026, Engineering Applications of Artificial Intelligence 2022, BMC Medical Informatics and Decision Making 2022, The Imaging Science Journal 2021, Cybernetics and Systems 2021

🎤 Presentations & Talks