Publications

2024

• Thermodynamic Algorithms for Quadratic Programming
  P Lipka-Bartosik, K Donatella, M Aifer, D Melanson, M Perarnau-Llobet, N Brunner, PJ Coles
  arXiv preprint arXiv:2411.14224
• Thermodynamic Bayesian inference
  M Aifer, S Duffield, K Donatella, D Melanson, P Klett, Z Belateche, G Crooks, AJ Martinez, PJ Coles
  arXiv preprint arXiv:2410.01793
• Scalable Bayesian Learning with posteriors
  S Duffield, K Donatella, J Chiu, P Klett, D Simpson
  arXiv preprint arXiv:2406.00104
• Thermodynamic Natural Gradient Descent
  K Donatella, S Duffield, M Aifer, D Melanson, G Crooks, PJ Coles
  arXiv preprint arXiv:2405.13817
• Error Mitigation for Thermodynamic Computing
  M Aifer, D Melanson, K Donatella, G Crooks, T Ahle, PJ Coles
  arXiv preprint arXiv:2401.16231

2023

• Dynamics with autoregressive neural quantum states: Application to critical quench dynamics
  K Donatella, Z Denis, A Le Boité, C Ciuti
  Physical Review A 108 (2), 022210
  
• Thermodynamic AI and the fluctuation frontier
  PJ Coles, C Szczepanski, D Melanson, K Donatella, AJ Martinez, F Sbahi
  2023 IEEE International Conference on Rebooting Computing (ICRC), 1-10
  
• Thermodynamic linear algebra
  M Aifer, K Donatella, MH Gordon, T Ahle, D Simpson, GE Crooks, ...
  arXiv preprint arXiv:2308.05660
  
• Efficient estimation of trainability for variational quantum circuits
  V Heyraud, Z Li, K Donatella, A Le Boité, C Ciuti
  PRX Quantum 4 (4), 040335
  
• Thermodynamic computing system for AI applications
  D Melanson, MA Khater, M Aifer, K Donatella, MH Gordon, T Ahle, ...
  arXiv preprint arXiv:2312.04836
  
• Exploiting Inductive Biases in Video Modeling through Neural CDEs
  J Chiu, S Duffield, M Hunter-Gordon, K Donatella, M Aifer, A Gu
  arXiv preprint arXiv:2311.04986
  

2022

• Modern applications of machine learning in quantum sciences
  A Dawid, J Arnold, B Requena, A Gresch, M Płodzień, K Donatella, ...
  arXiv preprint arXiv:2204.04198
  
• Machine learning via relativity-inspired quantum dynamics
  Z Li, V Heyraud, K Donatella, Z Denis, C Ciuti
  Physical Review A 106 (3), 032413
  
• Nonequilibrium dynamics of closed and open quantum systems
  K Donatella
  Université Paris Cité

2021

• Continuous-time dynamics and error scaling of noisy highly entangling quantum circuits
  K Donatella, Z Denis, A Le Boité, C Ciuti
  Physical Review A 104 (6), 062407
  

2020

• Entanglement dynamics in dissipative photonic Mott insulators
  K Donatella, A Biella, A Le Boité, C Ciuti
  Physical Review Research 2 (4), 043232