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. He holds a Bachelor's degree in Computer Science and Engineering from Daffodil International University, Bangladesh. He has authored multiple research papers in premier venues, including DAC, AAAI, DATE, ISLPED, TVLSI, Nature Portfolio, IEEE Embedded Systems Letters, ISCAS, QCE, ICCD, GLSVLSI, MWSCAS, AAAI Fall Symposium, ARQTEC @HPCA, and WUC@ASPLOS. In 2025, Abu was selected as a DAC Young Fellow 25. Most recently, he was a Winner of the NASA Beyond the Algorithm Challenge: Novel Computing Architectures for Flood Analysis, securing a $100K grant with his team for pioneering work that combines 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

Service & Community

  • IEEE, IEEE CASS, IEEE CEDA, IEEE Quantum Technical Community
  • Secretary: IEEE Computer Society (2026-2027) (IEEE Lafayette Section)
  • Technical Program Committee (TPC) GLSVLSI'26
  • Scientific Committee: LREC 2026
  • Session Chair: ICMLA 2024
  • Program Committee: ICMLA (since 2023)
  • Student Member AAAI

Research Map

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 Hybrid Quantum Edge Deploy HD-Accelerated Inference Efficient LLM Quant. Quantum NLP HD Hardware Hardware-Aware Emerging AI CORE THESIS
Quantum ML
Hybrid models, image encoding, QRNG, QuanText
HDC / VSA
Hypervectors, deterministic learning, GPU HDC, ReRAM
Hardware-Efficient AI
Edge inference, malware detection, health monitoring
LLM & NLP
LLM quantization, BERT fine-tuning, benchmarking

News

Latest highlights and milestones

Selected Publications

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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)
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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

Contact

Email: c00591145@louisiana.edu
GitHub: kaisarmasum
Google Scholar: Profile
LinkedIn: Profile