3 papers
quant-ph2025
Solving Differential Equation with Quantum-Circuit Enhanced Physics-Informed Neural Networks
Rachana Soni
I present a simple hybrid framework that combines physics informed neural networks (PINNs) with features generated from small quantum circuits. As a proof of concept, a first-order…
quant-ph2025
Simulating and Learning Quantum Evolution: A CTQW-ML Framework
Rachana Soni, Navneet Pratap Singh
We present an approach to simulate the Schrödinger equation through continuous time quantum walks. The CTQW-based simulation applies unitary evolution driven by a quantum walk to g…
quant-ph2025
Hybrid Quantum Walks Dynamics and Construction of a Quantum Cryptographic Primitive
Rachana Soni, Navneet Pratap Singh, Neelam Choudhary
In this research article, we design a quantum hash function model from hybrid quantum walks on finite path graph. The hybrid evolution operator consisting of integrated framework o…