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@inproceedings{DBLP:conf/aaaiss/AdcockBDM21,
author = {Ben Adcock and
Simone Brugiapaglia and
Nick C. Dexter and
Sebastian Moraga},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Learning High-Dimensional Hilbert-Valued Functions With Deep Neural
Networks From Limited Data},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_192.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:39 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/AdcockBDM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/AliZSYH21,
author = {Zeenat Ali and
Dorsa Ziaei and
Jennifer Sleeman and
Zhifeng Yang and
Milton Halem},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {LSTMs for Inferring Planetary Boundary Layer Height {(PBLH)}},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_206.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/AliZSYH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/AnantharamanMGL21,
author = {Ranjan Anantharaman and
Yingbo Ma and
Shashi Gowda and
Chris Laughman and
Viral B. Shah and
Alan Edelman and
Christopher Rackauckas},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time
Echo State Networks},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_194.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/AnantharamanMGL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/AsaharaMOYMSS21,
author = {Akinori Asahara and
Hidekazu Morita and
Kanta Ono and
Masao Yano and
Chiharu Mitsumata and
Tetsuya Shoji and
Kotaro Saito},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Bayesian-Inference-based Inverse Estimation of Small Angle Scattering},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_157.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/AsaharaMOYMSS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/AtaeiPCHPB21,
author = {Mohammadmehdi Ataei and
Erfan Pirmorad and
Franco Costa and
Sejin Han and
Chul B. Park and
Markus Bussmann},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {A Deep Learning Algorithm for Piecewise Linear Interface Construction
{(PLIC)}},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_187.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/AtaeiPCHPB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/AtkinsonZW21,
author = {Steven Atkinson and
Yiming Zhang and
Liping Wang},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Discovery of Physics and Characterization of Microstructure from Data
with Bayesian Hidden Physics Models},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_185.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/AtkinsonZW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/BehandishMK21,
author = {Morad Behandish and
John Maxwell III and
Johan de Kleer},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {{AI} Research Associate for Early-Stage Scientific Discovery},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_203.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/BehandishMK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/BothVK21,
author = {Gert{-}Jan Both and
Gijs Vermarien and
Remy Kusters},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Sparsely Constrained Neural Networks for Model Discovery of PDEs},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_167.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/BothVK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/BotteroCGPSTA21,
author = {Luca Bottero and
Francesco Calisto and
Giovanni Graziano and
Valerio Pagliarino and
Martina Scauda and
Sara Tiengo and
Simone Azeglio},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Physics-Informed Machine Learning Simulator for Wildfire Propagation},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_171.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/BotteroCGPSTA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ChenCGC21,
author = {Peter Yichen Chen and
Maurizio M. Chiaramonte and
Eitan Grinspun and
Kevin Carlberg},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Model Reduction for the Material Point Method on Nonlinear Manifolds
Using Deep Learning},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_195.pdf},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaaiss/ChenCGC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ChungMPI21,
author = {Wai Tong Chung and
Aashwin Ananda Mishra and
Nikolaos Perakis and
Matthias Ihme},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Accelerating High-fidelity Combustion Simulations with Classification
Algorithms},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_196.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/ChungMPI21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/DuttaRF21,
author = {Sourav Dutta and
Peter Rivera{-}Casillas and
Matthew W. Farthing},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Neural Ordinary Differential Equations for Data-Driven Reduced Order
Modeling of Environmental Hydrodynamics},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_209.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/DuttaRF21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ElhamodBSRGPLK21,
author = {Mohannad Elhamod and
Jie Bu and
Christopher Singh and
Matthew Redell and
Abantika Ghosh and
Viktor Podolskiy and
Wei{-}Cheng Lee and
Anuj Karpatne},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Learning Physics-guided Neural Networks with Competing Physics Loss:
{A} Summary of Results in Solving Eigenvalue Problems},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_179.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/ElhamodBSRGPLK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ForghaniQLFHKD21,
author = {Mojtaba Forghani and
Yizhou Qian and
Jonghyun Lee and
Matthew W. Farthing and
Tyler J. Hesser and
Peter K. Kitanidis and
Eric Darve},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Deep Learning-based Fast Solver of the Shallow Water Equations},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_205.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/ForghaniQLFHKD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/HanukaC21,
author = {Adi Hanuka and
Owen Convery},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Accurate Machine Learning-based Diagnostic with Quantified Uncertainties},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_186.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/HanukaC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/HeHC21,
author = {Xiaolong He and
Qizhi He and
Jiun{-}Shyan Chen},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Deep Autoencoders for Nonlinear Physics-Constrained Data-Driven Computational
Framework with Application to Biological Tissue Modeling},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_67.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/HeHC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/HeyseMI21,
author = {Jan Felix Heyse and
Aashwin Ananda Mishra and
Gianluca Iaccarino},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Data Driven Physics Constrained Perturbations for Turbulence Model
Uncertainty Estimation},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_200.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/HeyseMI21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/HuangTBH21,
author = {Andy Huang and
Nathaniel Trask and
Christopher Brissette and
Xiaozhe Hu},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Greedy Fiedler Spectral Partitioning for Data-driven Discrete Exterior
Calculus},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_188.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/HuangTBH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/JagtapK21,
author = {Ameya D. Jagtap and
George E. Karniadakis},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Extended Physics-informed Neural Networks (XPINNs): {A} Generalized
Space-Time Domain Decomposition based Deep Learning Framework for
Nonlinear Partial Differential Equations},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_60.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/JagtapK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/JiQSPD21,
author = {Weiqi Ji and
Weilun Qiu and
Zhiyu Shi and
Shaowu Pan and
Sili Deng},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Stiff-PINN: Physics-Informed Neural Network for Stiff Chemical Kinetics},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_190.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/JiQSPD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/JinLL21,
author = {Zehao Jin and
Joshua Yao{-}Yu Lin and
Siao{-}Fong Li},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Learning the Principle of Least Action with Reinforcement Learning},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_201.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/JinLL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/LagraveR21,
author = {Pierre{-}Yves Lagrave and
Mathieu Riou},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Toward Geometrical Robustness with Hybrid Deep Learning and Differential
Invariants Theory},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_71.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/LagraveR21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/LeeDKFH21,
author = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Matthew W. Farthing and
Tyler J. Hesser},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Preface},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/preface.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/LeeDKFH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/LeeK21,
author = {Sanghyun Lee and
Teeratorn Kadeethum},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Physics-informed Neural Networks for Solving Coupled Flow and Transport
System},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_197.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/LeeK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/LeeTPGC21,
author = {Kookjin Lee and
Nathaniel Trask and
Ravi G. Patel and
Mamikon A. Gulian and
Eric C. Cyr},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Partition of Unity Networks: Deep HP-Approximation},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_180.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/LeeTPGC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/LopezA21,
author = {Ryan Lopez and
Paul J. Atzberger},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Variational Autoencoders for Learning Nonlinear Dynamics of PDEs and
Reductions},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_174.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/LopezA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/McClennyB21,
author = {Levi D. McClenny and
Ulisses M. Braga{-}Neto},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Self-Adaptive Physics-Informed Neural Networks using a Soft Attention
Mechanism},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_68.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/McClennyB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/MeethalKKOW21,
author = {Rishith Ellath Meethal and
Leela Sai Prabhat Reddy Kondamadugula and
Mohamed Khalil and
Birgit Obst and
Roland W{\"{u}}chner},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Generalized Physics-Informed Machine Learning for Transient Physical
Systems},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_184.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/MeethalKKOW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/MohrAGBYFHSFM21,
author = {Ryan Mohr and
Allan M. Avila and
Soham Ghosh and
Ananta Bhattarai and
Muqiao Yang and
Xintian Feng and
Martin Head{-}Gordon and
Ruslan Salakhutdinov and
Maria Fonoberova and
Igor Mezic},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Combining Programmable Potentials and Neural Networks for Materials
Problems},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_183.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/MohrAGBYFHSFM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/MohrFMADKM21,
author = {Ryan Mohr and
Maria Fonoberova and
Iva Manojlovic and
Aleksandr Andrejcuk and
Zlatko Drmac and
Yannis G. Kevrekidis and
Igor Mezic},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Applications of Koopman Mode Analysis to Neural Networks},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_182.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/MohrFMADKM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/OsakabeA21,
author = {Yoshihiro Osakabe and
Akinori Asahara},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {MatVAE: Independently Trained Nested Variational Autoencoder for Generating
Chemical Structural Formula},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_69.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/OsakabeA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/PatelTGC21,
author = {Ravi G. Patel and
Nathaniel Trask and
Mamikon A. Gulian and
Eric C. Cyr},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {A Block Coordinate Descent Optimizer for Classification Problems Exploiting
Convexity},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_168.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/PatelTGC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/RRDASR21,
author = {Balakrishna D. R and
Kamalkumar Rathinasamy and
Avijit Das and
Keerthi Ashwin and
Vani Sivasankaran and
Soundararajan Rajendran},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Physics Informed Deep Learning for Well Test Analysis},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_176.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/RRDASR21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/RehmVBK21,
author = {Florian Rehm and
Sofia Vallecorsa and
Kerstin Borras and
Dirk Kr{\"{u}}cker},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Validation of Deep Convolutional Generative Adversarial Networks for
High Energy Physics Calorimeter Simulations},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_178.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/RehmVBK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/Rojas0R21,
author = {Carlos Jose Gonzalez Rojas and
Andreas Dengel and
Mateus Dias Ribeiro},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Reduced-order Model for Fluid Flows via Neural Ordinary Differential
Equations},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_161.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/Rojas0R21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/SardeshmukhRPB21,
author = {Avadhut Sardeshmukh and
Sreedhar Reddy and
Gautham B. P. and
Pushpak Bhattacharyya},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {TextureVAE: Learning Interpretable Representations of Material Microstructures
Using Variational Autoencoders},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_59.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/SardeshmukhRPB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/SehanobishCKD21,
author = {Arijit Sehanobish and
Hector H. Corzo and
Onur Kara and
David van Dijk},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Learning Potentials of Quantum Systems using Deep Neural Networks},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_175.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/SehanobishCKD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/SeoL21,
author = {Sungyong Seo and
Yan Liu},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Graph Networks with Physics-aware Knowledge Informed in Latent Space},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_173.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/SeoL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ShangguanLWX21,
author = {Zhongkai Shangguan and
Lei Lin and
Wencheng Wu and
Beilei Xu},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Neural Process for Black-box Model Optimization Under Bayesian Framework},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_66.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/ShangguanLWX21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/SharmaSQZ21,
author = {Alisha Sharma and
Kaiyan Shi and
Yiling Qiao and
Matthew R. Ziemann},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Modeling Physically-Consistent, Chaotic Spatiotemporal Dynamics with
Echo State Networks},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_199.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/SharmaSQZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/SubberPGKWG21,
author = {Waad Subber and
Piyush Pandita and
Sayan Ghosh and
Genghis Khan and
Liping Wang and
Roger G. Ghanem},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Data-based Discovery of Governing Equations},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_166.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/SubberPGKWG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/TaverniersHKT21,
author = {S{\o}ren Taverniers and
Eric Joseph Hall and
Markos A. Katsoulakis and
Daniel M. Tartakovsky},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Graph-Informed Neural Networks},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_86.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/TaverniersHKT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/WangB21,
author = {Randi Wang and
Morad Behandish},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Surrogate Modeling for Physical Systems with Preserved Properties
and Adjustable Tradeoffs},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_202.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/WangB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/XuD21,
author = {Kailai Xu and
Eric Darve},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {{ADCME} {MPI:} Distributed Machine Learning for Computational Engineering},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_198.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/XuD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/YinABG21,
author = {Yuan Yin and
Ibrahim Ayed and
Emmanuel de B{\'{e}}zenac and
Patrick Gallinari},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Learning Dynamical Systems across Environments},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_169.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/YinABG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/YoonMV21,
author = {Hongkyu Yoon and
Darryl J. Melander and
Stephen J. Verzi},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Machine Learning Application for Permeability Estimation of Three-Dimensional
Rock Images},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_191.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/YoonMV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/YouYSD21,
author = {Huaiqian You and
Yue Yu and
Stewart Silling and
Marta D'Elia},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Data-driven Learning of Nonlocal Models: from high-fidelity simulations
to constitutive laws},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_177.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/YouYSD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/ZiaeiSHCDD21,
author = {Dorsa Ziaei and
Jennifer Sleeman and
Milton Halem and
Vanessa Caicedo and
Ruben Delgado and
Belay Demoz},
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Convolutional {LSTM} for Planetary Boundary Layer Height {(PBLH)}
Prediction},
booktitle = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964/article\_74.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/ZiaeiSHCDD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aaaiss/2021mlps,
editor = {Jonghyun Lee and
Eric F. Darve and
Peter K. Kitanidis and
Michael W. Mahoney and
Anuj Karpatne and
Matthew W. Farthing and
Tyler J. Hesser},
title = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Artificial
Intelligence and Machine Learning with Physical Sciences, Stanford,
CA, USA, March 22nd - to - 24th, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2964},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2964},
urn = {urn:nbn:de:0074-2964-3},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/2021mlps.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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