publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. arXiv
    "Train classical, deploy quantum" requires rethinking generalization
    Snehal Raj, Natansh Mathur, and Alejandro Perdomo-Ortiz
    arXiv preprint arXiv:2608.31117, 2026
  2. IEEE QCE
    Scalable On-Hardware Training of Quantum Neural Networks and Application to Clinical Data Imputation
    Natansh Mathur, Panagiotis Kl Barkoutsos, Masako Yamada, and 2 more authors
    IEEE International Conference on Quantum Computing and Engineering (QCE), 2026

2025

  1. IEEE QCE
    Bayesian Quantum Orthogonal Neural Networks for Anomaly Detection
    Natansh Mathur, Brian Coyle, Nishant Jain, and 4 more authors
    In IEEE International Conference on Quantum Computing and Engineering (QCE), 2025
  2. npj QI
    Training-efficient density quantum machine learning
    Brian Coyle, El Amine Cherrat, Nishant Jain, and 4 more authors
    npj Quantum Information, 2025

2024

  1. QMI
    Improved financial forecasting via quantum machine learning
    Sohum Thakkar, Skander Kazdaghli, Natansh Mathur, and 3 more authors
    Quantum Machine Intelligence, 2024
  2. QST
    Quantum Fourier networks for solving parametric PDEs
    Nishant Jain, Jonas Landman, Natansh Mathur, and 1 more author
    Quantum Science and Technology, 2024
  3. Quantum
    Quantum vision transformers
    Iordanis Kerenidis, Natansh Mathur, Jonas Landman, and 3 more authors
    Quantum, 2024

2023

  1. US Patent
    Classical and Quantum Algorithms for Orthogonal Neural Networks
    Iordanis Kerenidis, Jonas Landman, and Natansh Mathur
    2023
    US Patent number: US 11,829,877 B2
  2. arXiv
    Towards a unified quantum protocol framework: Classification, implementation, and use cases
    Shraddha Singh, Mina Doosti, Natansh Mathur, and 4 more authors
    arXiv preprint arXiv:2310.12780, 2023

2022

  1. Quantum
    Quantum methods for neural networks and application to medical image classification
    Jonas Landman, Natansh Mathur, Yun Yvonna Li, and 4 more authors
    Quantum, 2022

2020

  1. QCrypt
    Towards an Open-source Software Platform for Numerical Key Rate Calculation of General Quantum Key Distribution Protocols
    Jie Lin, Ian George, Kai-Hong Li, and 8 more authors
    2020