Scholarship
Publications
Selected work in nanophotonics, machine learning, quantum computing, and computational physics.
Selected Publication
M. Javani et al., “Reducing Computation Complexity in Optimization of Nanophotonic Structures Using Pruning,” IEEE Photonics Technology Letters, vol. 36, no. 4, 2024.
This work investigates neural-network pruning as a way to reduce the computational complexity of machine-learning models used in nanophotonic optimization.
Current Research Manuscripts and Projects
My current scholarly work includes projects in:
- AI-assisted quantum algorithm discovery
- Reduced variational quantum representations for molecular systems
- Quantum simulation and reproducibility
- Intrinsic dimensionality of nanophotonic datasets
- Explainable machine learning for optical structures
- Physics-consistent learning for multilayer systems
- Quantum kernels for nanophotonic datasets
- Quantum cybersecurity and cyber deception
Because manuscripts and project status change frequently, the most current publication list is maintained on my Google Scholar profile.