5 papers
Neural Quantum States for Nuclear Magnetic Resonance Spectroscopy
Bharadwaj Chowdary Mummaneni, Bo Xing
Predicting a nuclear magnetic resonance (NMR) spectrum from first principles requires propagating a quantum state of dimension for coupled spins, which becomes intractabl…
Hidden Unit Interpretability in RBM Quantum States:Encoding Antiferromagnetic Order in Heisenberg Spin Rings
Bharadwaj Chowdary Mummaneni, Manas Sajjan
We investigate how Restricted Boltzmann Machines (RBMs) encode antiferromagnetic order when trained as variational ansätze for one-dimensional Heisenberg spin rings with periodic…
Resource-efficient Variational Compilation of Block-Encodings
Leon Rullkötter, Sebastian Weber, Vamshi Mohan Katukuri +2
Block-encoding operators are one of the essential components in quantum algorithms based on Quantum Signal Processing. Their gate complexity largely determines the overall gate com…
Optimizing Superconducting Qubit Performance: A Theoretical Framework for Design, Analysis, and Calibration
Sirshi S Ram, Muralikrishna Molli, Vamshi Mohan Katukuri +1
Designing a qubit architecture is one of the most critical challenges in achieving scalable and fault-tolerant quantum computing as the performance of a quantum computer is heavily…
Quantum Annealing based Feature Selection in Machine Learning
Daniel Pranjic, Bharadwaj Chowdary Mummaneni, Christian Tutschku
Feature selection is crucial for enhancing the accuracy and efficiency of machine learning (ML) models. This work investigates the utility of quantum annealing for the feature sele…