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Update preprint references with published references.
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paper/paper.bib

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@@ -50,19 +50,22 @@ @article{keaveney_elecsus_2018
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keywords = {Atom-light interaction,Electric field propagation,Faraday effect,Magneto-optics,Polarimetry,Spectroscopy,Stokes parameters,Voigt effect},
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}
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@misc{eckel_pylcp_2020,
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title = {{{PyLCP}}: {{A}} Python Package for Computing Laser Cooling Physics},
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@article{eckel_pylcp_2022,
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ids = {eckel_pylcp_2020},
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title = {{{PyLCP}}: {{A Python}} Package for Computing Laser Cooling Physics},
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shorttitle = {{{PyLCP}}},
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author = {Eckel, S. and Barker, D. S. and Norrgard, E. B. and Scherschligt, J.},
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year = {2020},
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month = nov,
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number = {arXiv:2011.07979},
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author = {Eckel, Stephen and Barker, Daniel S. and Norrgard, Eric B. and Scherschligt, Julia},
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year = {2022},
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month = jan,
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journal = {Computer Physics Communications},
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volume = {270},
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eprint = {2011.07979},
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primaryclass = {physics, physics:quant-ph},
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publisher = {{arXiv}},
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doi = {10.48550/arXiv.2011.07979},
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urldate = {2023-03-22},
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keywords = {Physics - Atomic Physics,Physics - Computational Physics,Quantum Physics},
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pages = {108166},
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issn = {0010-4655},
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doi = {10.1016/j.cpc.2021.108166},
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urldate = {2025-07-29},
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archiveprefix = {arXiv},
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keywords = {Atomic physics,Laser cooling,Physics - Atomic Physics,Physics - Computational Physics,Python,Quantum Physics}
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}
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@misc{rochester_atomicdensitymatrix_2008,
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# science references
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@misc{nagib_exact_2025,
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@article{nagib_exact_2025,
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title = {Exact Steady State of Perturbed Open Quantum Systems},
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author = {Nagib, Omar and Walker, Thad G.},
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author = {Nagib, Omar and Walker, T. G.},
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year = {2025},
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month = jan,
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number = {arXiv:2501.06134},
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month = jul,
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journal = {Physical Review Research},
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volume = {7},
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number = {3},
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eprint = {2501.06134},
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primaryclass = {quant-ph},
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publisher = {arXiv},
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doi = {10.48550/arXiv.2501.06134},
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urldate = {2025-01-28},
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pages = {033076},
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publisher = {American Physical Society},
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doi = {10.1103/kgsg-3npp},
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urldate = {2025-07-29},
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archiveprefix = {arXiv},
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keywords = {Quantum Physics}
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}
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keywords = {Physics - Atomic Physics,Quantum Physics}
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}
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@misc{su_two-photon_2024,
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@article{su_two-photon_2025,
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title = {Two-Photon {{Rydberg EIT}} Resonances in Non-Collinear Beam Configurations},
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author = {Su, Kevin and Behary, Robert and Aubin, Seth and Mikhailov, Eugeniy and Novikova, Irina},
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year = {2024},
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month = dec,
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number = {18035},
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eprint = {18035},
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publisher = {opticaopen},
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doi = {10.1364/opticaopen.27941730.v1},
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urldate = {2024-12-17},
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archiveprefix = {opticaopen}
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author = {Su, Kevin and Behary, Rob and Aubin, Seth and Mikhailov, Eugeniy E. and Novikova, Irina},
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year = {2025},
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month = apr,
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journal = {JOSA B},
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volume = {42},
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number = {4},
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pages = {757--762},
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publisher = {Optica Publishing Group},
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issn = {1520-8540},
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doi = {10.1364/JOSAB.550937},
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urldate = {2025-07-29},
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copyright = {{\copyright} 2025 Optica Publishing Group},
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langid = {english},
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keywords = {Laser beam propagation,Laser beams,Laser coupling,Numerical simulation,Spatial resolution,Tunable diode lasers}
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}
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@misc{richardson_study_2023,
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title = {Study of {{Angle}} of {{Arrival Estimation}} with {{Linear Arrays}} of {{Simulated Rydberg Atom Receivers}}},
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author = {Richardson, Daniel and Dee, James and Kayim, Baran and Sawyer, Brian and Wyllie, Robert and Lee, Richard and Westafer, Ryan},
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year = {2023},
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month = oct,
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publisher = {TechRxiv},
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doi = {10.36227/techrxiv.24236953.v1},
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urldate = {2023-10-18},
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archiveprefix = {TechRxiv},
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langid = {english}
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@article{richardson_study_2025,
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title = {Study of Angle of Arrival Estimation with Linear Arrays of Simulated {{Rydberg}} Atom Receivers},
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author = {Richardson, D. and Dee, J. and Kayim, B. N. and Sawyer, B. C. and Wyllie, R. and Lee, R. T. and Westafer, R. S.},
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year = {2025},
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month = feb,
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journal = {APL Quantum},
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volume = {2},
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number = {1},
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pages = {016123},
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issn = {2835-0103},
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doi = {10.1063/5.0240787},
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urldate = {2025-07-29}
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}
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@misc{gokhale_deep_2024,
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@inproceedings{gokhale_deep_2024,
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title = {Deep {{Learning}} for {{Low-Latency}}, {{Quantum-Ready RF Sensing}}},
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author = {Gokhale, Pranav and Carnahan, Caitlin and Clark, William and Chong, Frederic T.},
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booktitle = {2024 {{IEEE International Conference}} on {{Quantum Computing}} and {{Engineering}} ({{QCE}})},
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author = {Gokhale, Pranav and Carnahan, Caitlin and Clark, William and Tomesh, Teague and Chong, Frederic T.},
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year = {2024},
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month = apr,
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number = {arXiv:2404.17962},
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eprint = {2404.17962},
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primaryclass = {quant-ph},
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publisher = {arXiv},
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doi = {10.48550/arXiv.2404.17962},
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urldate = {2024-12-17},
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archiveprefix = {arXiv},
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keywords = {Computer Science - Artificial Intelligence,Computer Science - Machine Learning,Computer Science - Performance,Computer Science - Systems and Control,Electrical Engineering and Systems Science - Systems and Control,Quantum Physics}
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month = sep,
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volume = {01},
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pages = {1324--1335},
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doi = {10.1109/QCE60285.2024.00158},
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urldate = {2025-07-29},
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keywords = {Accuracy,Continuous wavelet transforms,deep learning,Deep learning,Hardware,machine learning,Optimization,quantum sensing,Radio frequency,Real-time systems,Recurrent neural networks,RF sensing,RF signals,Rydberg atoms,Sensors}
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}
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@misc{santamaria-botello_comparison_2022,

paper/paper.md

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@@ -138,7 +138,7 @@ Experimental support for 1D solves only was released in version 2.0.0, with RydI
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# Related Packages and Work
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Modeling quantum systems using the semi-classical Lindblad formalism is a common task that has been implemented by many physicists for their bespoke problems.
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Other tools that implement this type of simulation for specific types of problems include: qubits in QuTiP [@johansson_qutip_2013], atomic magnetometers in ElecSus [@keaveney_elecsus_2018], and laser cooling in PyLCP [@eckel_pylcp_2020].
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Other tools that implement this type of simulation for specific types of problems include: qubits in QuTiP [@johansson_qutip_2013], atomic magnetometers in ElecSus [@keaveney_elecsus_2018], and laser cooling in PyLCP [@eckel_pylcp_2022].
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Ultimately, the goal of RydIQule has not been to develop a new modeling technique,
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but rather to make a common, flexible, and most importantly efficient tool that solves a ubiquitous problem.
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it can lack the speed that compiled libraries like NumPy enable, especially when exploring a large parameter space.
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Since RydIQule version 1 has been publicly released,
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it has been used in several publications to model both general Rydberg atom physics [@backes_performance_2024; @su_two-photon_2024; @glick_warm_2025]
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as well as Rydberg sensor development [@santamaria-botello_comparison_2022; @elgee_satellite_2023; @richardson_study_2023; @gokhale_deep_2024; @cui_realizing_2025].
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it has been used in several publications to model both general Rydberg atom physics [@backes_performance_2024; @su_two-photon_2025; @glick_warm_2025]
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as well as Rydberg sensor development [@santamaria-botello_comparison_2022; @elgee_satellite_2023; @richardson_study_2025; @gokhale_deep_2024; @cui_realizing_2025].
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# Acknowledgements
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