Publications

You can also find my articles on my Google Scholar profile.

Journals

When Quantum and Classical Models Disagree: Learning Beyond Mean Norm Least Square [link]
Slimane Thabet, Léo Monbroussou, Eliott Z. Mamon, Jonas Landman.
Nature Partner Journal Quantum Information, 2026
Constrained and Vanishing Expressivity of Quantum Fourier Models [link]
Hela Mhiri, Leo Monbroussou, Mario H Gonzalez, Slimane Thabet, Elham Kashefi, Jonas Landman.
Quantum, 2025
Trainability and Expressivity of Hamming-Weight Preserving Quantum Circuits for Machine Learning [link]
Léo Monbroussou, Eliott Z. Mamon, Jonas Landman, Alex B. Grilo, Romain Kukla, Elham Kashefi.
Quantum, 2025
Subspace Preserving Quantum Convolutional Neural Network Architectures [link]
Léo Monbroussou, Jonas Landman, Letao Wang, Alex B. Grilo, Elham Kashefi.
Quantum Science and Technology, 2025
Quantum Vision Transformers [link]
El Amine Cherrat, Iordanis Kerenidis, Natansh Mathur, Jonas Landman, Martin Strahm, Yun Y Li.
Quantum, 2024
Quantum Fourier Networks for Solving Parametric PDEs [link]
Nishant Jain*, Jonas Landman*, Natansh Mathur, Iordanis Kerenidis.
Quantum Science & Technology, 2024
Quantum Methods for Neural Networks and Application to Medical Image Classification [link]
Jonas Landman, Natansh Mathur, Yun Y Li, Martin Strahm, Skander Kazdaghli, Anupam Prakash, Iordanis Kerenidis.
Quantum, 2022
Quantum Spectral Clustering [link]
Iordanis Kerenidis, Jonas Landman.
Physical Review A, 2020

Classically Approximating Variational Quantum Machine Learning with Random Fourier Features [link]
Jonas Landman*, Slimane Thabet*, Constantin Dalyac, Hela Mhiri, Elham Kashefi.
ICLR 2023, 2023
Quantum Bayesian Neural Networks [link]
Noah Berner, Vincent Fortuin, Jonas Landman.
AABI 2022, 2022
Quantum Algorithms for Deep Convolutional Neural Networks [link]
Iordanis Kerenidis, Jonas Landman, Anupam Prakash.
ICLR 2020, 2020
Q-means: A Quantum Algorithm for Unsupervised Machine Learning [link]
Iordanis Kerenidis, Jonas Landman, Alessandro Luongo, Anupam Prakash.
NeurIPS 2019, 2019

Quantum Algorithms for Unsupervised Machine Learning and Neural Networks [arxiv]
Jonas Landman.
PhD Thesis, 2021