4 papers
Measurement and reload costs in direct quantum simulation of nonlinear waves
Ziqing Guo, Viraj Dsouza, Alex Khan +3
Quantum processors encode an N-point field in log_2(N) qubits, which renders nonlinear wave equations an important application for quantum simulation. Nonlinear evolution, however,…
Exploring the non-convexity in machine learning using quantum-inspired optimization
Kandula Eswara Sai Kumar, Parth Dhananjay Danve, Abhishek Chopra +1
The escalating complexity of modern machine learning necessitates solving challenging non-convex optimization problems, particularly in high-dimensional regimes and scenarios conta…
Design of Magnetic Lattices with a Quantum-Inspired Evolutionary Optimization Algorithm
Zekeriya Ender EÄer, Waris Khan, Priyabrata Maharana +5
This article investigates the identification of magnetic spin distributions in ferromagnetic materials by minimizing the system's free energy. Magnetic lattices of varying sizes ar…
Benchmarking of GPU-optimized Quantum-Inspired Evolutionary Optimization Algorithm using Functional Analysis
Kandula Eswara Sai Kumar, Supreeth B S, Rajas Dalvi +5
This article presents a comparative analysis of GPU-parallelized implementations of the quantum-inspired evolutionary optimization (QIEO) approach and one of the well-known classic…