@inproceedings{DBLP:conf/dac/HeCHKLMNSSSYP24,
author = {Zichang He and
Shouvanik Chakrabarti and
Dylan Herman and
Niraj Kumar and
Changhao Li and
Pierre Minssen and
Pradeep Niroula and
Ruslan Shaydulin and
Yue Sun and
Shree Hari Sureshbabu and
Romina Yalovetzky and
Marco Pistoia},
editor = {Vivek De},
title = {Invited: Challenges and Opportunities of Quantum Optimization in Finance},
booktitle = {Proceedings of the 61st {ACM/IEEE} Design Automation Conference, {DAC}
2024, San Francisco, CA, USA, June 23-27, 2024},
pages = {362:1--362:4},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3649329.3664193},
doi = {10.1145/3649329.3664193},
timestamp = {Mon, 11 Nov 2024 16:48:27 +0100},
biburl = {https://dblp.org/rec/conf/dac/HeCHKLMNSSSYP24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-08801,
author = {Jamie Heredge and
Niraj Kumar and
Dylan Herman and
Shouvanik Chakrabarti and
Romina Yalovetzky and
Shree Hari Sureshbabu and
Changhao Li and
Marco Pistoia},
title = {Prospects of Privacy Advantage in Quantum Machine Learning},
journal = {CoRR},
volume = {abs/2405.08801},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2405.08801},
doi = {10.48550/ARXIV.2405.08801},
eprinttype = {arXiv},
eprint = {2405.08801},
timestamp = {Mon, 24 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2405-08801.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-12008,
author = {Romina Yalovetzky and
Niraj Kumar and
Changhao Li and
Marco Pistoia},
title = {QC-Forest: a Classical-Quantum Algorithm to Provably Speedup Retraining
of Random Forest},
journal = {CoRR},
volume = {abs/2406.12008},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.12008},
doi = {10.48550/ARXIV.2406.12008},
eprinttype = {arXiv},
eprint = {2406.12008},
timestamp = {Wed, 24 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-12008.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/quantum/CherratRKSWDCCHHMSSYP23,
author = {El Amine Cherrat and
Snehal Raj and
Iordanis Kerenidis and
Abhishek Shekhar and
Ben Wood and
Jon Dee and
Shouvanik Chakrabarti and
Chun{-}Fu Richard Chen and
Dylan Herman and
Shaohan Hu and
Pierre Minssen and
Ruslan Shaydulin and
Yue Sun and
Romina Yalovetzky and
Marco Pistoia},
title = {Quantum Deep Hedging},
journal = {Quantum},
volume = {7},
pages = {1191},
year = {2023},
url = {https://doi.org/10.22331/q-2023-11-29-1191},
doi = {10.22331/Q-2023-11-29-1191},
timestamp = {Sat, 20 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/quantum/CherratRKSWDCCHHMSSYP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-16585,
author = {El Amine Cherrat and
Snehal Raj and
Iordanis Kerenidis and
Abhishek Shekhar and
Ben Wood and
Jon Dee and
Shouvanik Chakrabarti and
Chun{-}Fu Richard Chen and
Dylan Herman and
Shaohan Hu and
Pierre Minssen and
Ruslan Shaydulin and
Yue Sun and
Romina Yalovetzky and
Marco Pistoia},
title = {Quantum Deep Hedging},
journal = {CoRR},
volume = {abs/2303.16585},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.16585},
doi = {10.48550/ARXIV.2303.16585},
eprinttype = {arXiv},
eprint = {2303.16585},
timestamp = {Sat, 20 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-16585.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-02342,
author = {Ruslan Shaydulin and
Changhao Li and
Shouvanik Chakrabarti and
Matthew DeCross and
Dylan Herman and
Niraj Kumar and
Jeffrey Larson and
Danylo Lykov and
Pierre Minssen and
Yue Sun and
Yuri Alexeev and
Joan M. Dreiling and
John P. Gaebler and
Thomas M. Gatterman and
Justin A. Gerber and
Kevin Gilmore and
Dan Gresh and
Nathan Hewitt and
Chandler V. Horst and
Shaohan Hu and
Jacob Johansen and
Mitchell Matheny and
Tanner Mengle and
Michael Mills and
Steven A. Moses and
Brian Neyenhuis and
Peter Siegfried and
Romina Yalovetzky and
Marco Pistoia},
title = {Evidence of Scaling Advantage for the Quantum Approximate Optimization
Algorithm on a Classically Intractable Problem},
journal = {CoRR},
volume = {abs/2308.02342},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.02342},
doi = {10.48550/ARXIV.2308.02342},
eprinttype = {arXiv},
eprint = {2308.02342},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-02342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-09976,
author = {Niraj Kumar and
Romina Yalovetzky and
Changhao Li and
Pierre Minssen and
Marco Pistoia},
title = {Des-q: a quantum algorithm to construct and efficiently retrain decision
trees for regression and binary classification},
journal = {CoRR},
volume = {abs/2309.09976},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.09976},
doi = {10.48550/ARXIV.2309.09976},
eprinttype = {arXiv},
eprint = {2309.09976},
timestamp = {Tue, 26 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-09976.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-06290,
author = {Pradeep Niroula and
Ruslan Shaydulin and
Romina Yalovetzky and
Pierre Minssen and
Dylan Herman and
Shaohan Hu and
Marco Pistoia},
title = {Constrained Quantum Optimization for Extractive Summarization on a
Trapped-ion Quantum Computer},
journal = {CoRR},
volume = {abs/2206.06290},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.06290},
doi = {10.48550/ARXIV.2206.06290},
eprinttype = {arXiv},
eprint = {2206.06290},
timestamp = {Mon, 20 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-06290.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccad/PistoiaAABCHHJM21,
author = {Marco Pistoia and
Syed Farhan Ahmad and
Akshay Ajagekar and
Alexander Buts and
Shouvanik Chakrabarti and
Dylan Herman and
Shaohan Hu and
Andrew Jena and
Pierre Minssen and
Pradeep Niroula and
Arthur G. Rattew and
Yue Sun and
Romina Yalovetzky},
title = {Quantum Machine Learning for Finance {ICCAD} Special Session Paper},
booktitle = {{IEEE/ACM} International Conference On Computer Aided Design, {ICCAD}
2021, Munich, Germany, November 1-4, 2021},
pages = {1--9},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ICCAD51958.2021.9643469},
doi = {10.1109/ICCAD51958.2021.9643469},
timestamp = {Tue, 28 Dec 2021 12:29:05 +0100},
biburl = {https://dblp.org/rec/conf/iccad/PistoiaAABCHHJM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-04298,
author = {Marco Pistoia and
Syed Farhan Ahmad and
Akshay Ajagekar and
Alexander Buts and
Shouvanik Chakrabarti and
Dylan Herman and
Shaohan Hu and
Andrew Jena and
Pierre Minssen and
Pradeep Niroula and
Arthur G. Rattew and
Yue Sun and
Romina Yalovetzky},
title = {Quantum Machine Learning for Finance},
journal = {CoRR},
volume = {abs/2109.04298},
year = {2021},
url = {https://arxiv.org/abs/2109.04298},
eprinttype = {arXiv},
eprint = {2109.04298},
timestamp = {Wed, 22 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-04298.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}