3 papers
quant-ph2026
One Coordinate at a Time: Convergence Guarantees for Rotosolve in Variational Quantum Algorithms
Sayantan Pramanik, M Girish Chandra
In this paper, we resolve an open question in the field of optimization algorithms for training parametrized quantum circuits: Does the popular Rotosolve algorithm converge? Until…
quant-ph2026
Generative Adversarial Networks for Resource State Generation
Shahbaz Shaik, Sourav Chatterjee, Sayantan Pramanik +1
We introduce a physics-informed Generative Adversarial Network framework that recasts quantum resource-state generation as an inverse-design task. By embedding task-specific utilit…
cs.ET2024
Trust: Trust-Region Optimisation with Ising Machines
Sayantan Pramanik, Kaumudibikash Goswami, Sourav Chatterjee +1
In this work, we present a heretofore unseen application of Ising machines to perform trust region-based optimisation with box constraints. This is done by considering a specific f…