3 papers
quant-ph2025
Discrete-Time Quantum Random Walk for Epidemiological Modeling
Sayan Manna, Nikhil Kowshik, Sudebkumar Prasant Pal
We introduce a discrete-time quantum random walk (QRW) framework for spatial epidemic modelling on a two-dimensional square lattice and compare its dynamics to classical random-wal…
quant-ph2025
Quantum Approximate and Quantum Walk Optimization Approaches to Set Balancing
Nikhil Kowshik, Sayan Manna, Sudebkumar Prasant Pal
We explore the application of variational quantum algorithms to the NP-hard set balancing problem, a critical challenge in clinical trial design and experimental scheduling. The pr…
quant-ph2025
Quantum Circuit Design using Complex valued Neural Network in Stiefel Manifold
Sayan Manna, Mahesh Mohan M R
Quantum algorithms operate on quantum states through unitary transformations in high dimensional complex Hilbert space. In this work, we propose a machine learning approach to crea…