I am a PhD student at the University of Tennessee, Knoxville, working in the quantum algorithms group of Dr. Rebekah Herrman. I am broadly interested in quantum information and computation, with a focus on algorithms for fault-tolerant quantum computers.
My research uses Hamiltonian simulation, block encodings, and the quantum singular value transformation (QSVT) as a framework for building new quantum algorithms for scientific computing, especially simulating partial and ordinary differential equations.
Before coming to UT, I spent two years as a Lecturer in Computer Science at BRAC University and as a Research Assistant at BUET, where I worked on quantum variational algorithms and quantum machine learning with Dr. Shaikh Anowarul Fattah. I received my B.Sc. in Electrical and Electronic Engineering from Bangladesh University of Engineering & Technology (BUET).
Research interests:
Moment-Structured Block Encodings of Periodic Finite-Difference Operators
Mahmud, J., and Herrman, R.
arXiv preprint (2026). [arXiv] [PDF]
Explicit Block Encoding of Difference-of-Gaussian Operators on a Periodic Grid
Mahmud, J., Winship, J., Lash, T., Ostrowski, J., and Herrman, R.
IEEE International Conference on Quantum Computing and Engineering (QCE) 2026 — accepted talk. [arXiv] [PDF]
Simplification Rules for Continuous-Time Quantum Walks on Dynamic Graphs
Atallah, M., Dilley, D., Mahmud, J., Saleem, Z., and Herrman, R.
arXiv preprint (2026). [arXiv] [PDF]
Selective Feature Re-Encoded Quantum Convolutional Neural Network with Joint Optimization for Image Classification
Mahernob Sarkar, S., Iftekhar Ahmed, S., Mahmud, J., Anowarul Fattah, S., and Sharma, G.
Quantum Machine Intelligence 8, 79 (2026). [Journal] [Preprint PDF]
Hybrid Quantum-Classical Learning for Multiclass Image Classification
Anwar, S., Das, S., Hossain, M. I., and Mahmud, J.
Under review at Quantum Machine Intelligence. [arXiv] [PDF]
Patch-Based End-to-End Quantum Learning Network for Reduction and Classification of Classical Data
Mahmud, J., and Fattah, S. A.
arXiv preprint (2024). [arXiv] [PDF]
Quantum Convolutional Neural Networks with Interaction Layers for Classification of Classical Data
Mahmud, J., Mashtura, R., Fattah, S. A., and Saquib, M.
Quantum Machine Intelligence 6, 11 (2024). [Journal] [Preprint PDF]
A Parallel Quantum Feature Encoding Scheme for Effective Classical Data Classification in Quantum Convolutional Neural Networks
Mashtura, R., Mahmud, J., Fattah, S. A., and Saquib, M.
IEEE Region 10 Conference (TENCON 2023), Chiang Mai, Thailand, pp. 1–5. [IEEE]
Graduate Teaching Assistant — The University of Tennessee, Knoxville (Aug 2025 – Dec 2025)
Teaching Assistant, IAL Physics — Edbase (Aug 2017 – Oct 2018)
I am (sort of was?) a classical guitarist with the Classical Music Academy of Dhaka. I love playing tennis, watching football, and (passionately, painfully) following Manchester United :’(.