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@inproceedings{DBLP:conf/aaaiss/0010MMK20,
  author       = {Lu Lu and
                  Xuhui Meng and
                  Zhiping Mao and
                  George Em Karniadakis},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {DeepXDE: {A} Deep Learning Library for Solving Differential Equations},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_14.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:39 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/0010MMK20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/CollinsBBHFGL20,
  author       = {Adam Collins and
                  Katherine L. Brodie and
                  Andrew Spicer Bak and
                  Tyler J. Hesser and
                  Matthew W. Farthing and
                  Douglas W. Gamble and
                  Joseph W. Long},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {A 2D Fully Convolutional Neural Network for Nearshore And Surf-Zone
                  Bathymetry Inversion from Synthetic Imagery of Surf-Zone using the
                  Model Celeris},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_1.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/CollinsBBHFGL20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/DEliaKPP20,
  author       = {Marta D'Elia and
                  George E. Karniadakis and
                  Guofei Pang and
                  Michael L. Parks},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Nonlocal Physics-Informed Neural Networks - {A} Unified Theoretical
                  and Computational Framework for Nonlocal Models},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_15.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/DEliaKPP20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/GiovanniSP020,
  author       = {Marco Di Giovanni and
                  David Sondak and
                  Pavlos Protopapas and
                  Marco Brambilla},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Finding Multiple Solutions of ODEs with Neural Networks},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_7.pdf},
  timestamp    = {Sun, 12 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/GiovanniSP020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/HosseinlooD20,
  author       = {Ashkan Haji Hosseinloo and
                  Munther A. Dahleh},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Event-Triggered Reinforcement Learning; An Application to Buildings'
                  Micro-Climate Control},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_6.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/HosseinlooD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/LeeDKFH20,
  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
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Preface},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/preface.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/LeeDKFH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/MaRV20,
  author       = {Leixin Ma and
                  Themistocles Resvanis and
                  Kim Vandiver},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {A Weighted Sparse-Input Neural Network Technique Applied to Identify
                  Important Features for Vortex-Induced Vibration},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_2.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/MaRV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/MehtaSOPS20,
  author       = {Anishi Mehta and
                  Cory Braker Scott and
                  Diane Oyen and
                  Nishant Panda and
                  Gowri Srinivasan},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Physics-Informed Spatiotemporal Deep Learning for Emulating Coupled
                  Dynamical Systems},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_11.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/MehtaSOPS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/MudunuruOSHSFCG20,
  author       = {Maruti Kumar Mudunuru and
                  Daniel O'Malley and
                  Shriram Srinivasan and
                  Jeffrey D. Hyman and
                  Matthew R. Sweeney and
                  Luke Frash and
                  Bill Carey and
                  Michael R. Gross and
                  Nathan J. Welch and
                  Satish Karra and
                  Velimir V. Vesselinov and
                  Qinjun Kang and
                  Hongwu Xu and
                  Rajesh J. Pawar and
                  Tim Carr and
                  Liwei Li and
                  George D. Guthrie and
                  Hari S. Viswanathan},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Physics-Informed Machine Learning for Real-time Reservoir Management},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_10.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/MudunuruOSHSFCG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/NikolaevRS20,
  author       = {Anton Nikolaev and
                  Ingo Richter and
                  Peter Sadowski},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Deep Learning for Climate Models of the Atlantic Ocean},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_3.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/NikolaevRS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/QianGFHKD20,
  author       = {Yizhou Qian and
                  Hojat Ghorbanidehno and
                  Matthew W. Farthing and
                  Ty Hesser and
                  Peter K. Kitanidis and
                  Eric F. Darve},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Surfzone Topography-informed Deep Learning Techniques to Nearshore
                  Bathymetry with Sparse Measurements},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_17.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/QianGFHKD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/QuachGSS20,
  author       = {Brandon Quach and
                  Yannik Glaser and
                  Justin Stopa and
                  Peter J. Sadowski},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Deep Sensing of Ocean Wave Heights with Synthetic Aperture Radar},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_4.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/QuachGSS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/RackauckasEFISS20,
  author       = {Christopher Rackauckas and
                  Alan Edelman and
                  Keno Fischer and
                  Mike Innes and
                  Elliot Saba and
                  Viral B. Shah and
                  Will Tebbutt},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Generalized Physics-Informed Learning through Language-Wide Differentiable
                  Programming},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_8.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/RackauckasEFISS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/Stinis20,
  author       = {Panos Stinis},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Enforcing Constraints for Time Series Prediction in Supervised, Unsupervised
                  and Reinforcement Learning},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_5.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/Stinis20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/TavakoliB20,
  author       = {Mohammadamin Tavakoli and
                  Pierre Baldi},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Continuous Representation of Molecules using Graph Variational Autoencoder},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_12.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/TavakoliB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/TraskPAG20,
  author       = {Nathaniel Trask and
                  Ravi G. Patel and
                  Paul J. Atzberger and
                  Ben J. Gross},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {GMLS-Nets: {A} Machine Learning Framework for Unstructured Data},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_9.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/TraskPAG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/XuD20,
  author       = {Kailai Xu and
                  Eric Darve},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Data-Driven Inverse Modeling with Incomplete Observations},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_13.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/XuD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/aaaiss/YoonMV20,
  author       = {Hongkyu Yoon and
                  Darryl J. Melander and
                  Stephen J. Verzi},
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Permeability Prediction of Porous Media using Convolutional Neural
                  Networks with Physical Properties},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587/article\_16.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/YoonMV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@proceedings{DBLP:conf/aaaiss/2020mlps,
  editor       = {Jonghyun Lee and
                  Eric F. Darve and
                  Peter K. Kitanidis and
                  Matthew W. Farthing and
                  Tyler J. Hesser},
  title        = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Artificial
                  Intelligence and Machine Learning with Physical Sciences, Stanford,
                  CA, USA, March 23rd - to - 25th, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2587},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2587},
  urn          = {urn:nbn:de:0074-2587-2},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/2020mlps.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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