Enhancing the locality and breaking the memory bottleneck of transformer on time series forecasting S Li, X Jin, Y Xuan, X Zhou, W Chen, YX Wang, X Yan Advances in neural information processing systems 32, 2019 | 645 | 2019 |

Deep learning and self-consistent field theory: A path towards accelerating polymer phase discovery Y Xuan, KT Delaney, HD Ceniceros, GH Fredrickson Journal of Computational Physics 443, 110519, 2021 | 13 | 2021 |

Optimal policies for a pandemic: A stochastic game approach and a deep learning algorithm Y Xuan, R Balkin, J Han, R Hu, HD Ceniceros Mathematical and Scientific Machine Learning, 987-1012, 2022 | 9 | 2022 |

Towards general-purpose representation learning of polygonal geometries G Mai, C Jiang, W Sun, R Zhu, Y Xuan, L Cai, K Janowicz, S Ermon, ... GeoInformatica, 1-52, 2022 | 2 | 2022 |

Pandemic Control, Game Theory, and Machine Learning Y Xuan, R Balkin, J Han, R Hu, HD Ceniceros Notices of the American Mathematical Society 69, 1878-1887, 2022 | 1 | 2022 |

Sphere2Vec: Multi-Scale Representation Learning over a Spherical Surface for Geospatial Predictions G Mai, Y Xuan, W Zuo, K Janowicz, N Lao arXiv preprint arXiv:2201.10489, 2022 | 1 | 2022 |

Sphere2Vec: Self-Supervised Location Representation Learning on Spherical Surfaces G Mai, Y Xuan, W Zuo, Y He, S Ermon, J Song, K Janowicz, N Lao | 1 | |

Machine Learning and Polymer Self-Consistent Field Theory in Two Spatial Dimensions Y Xuan, KT Delaney, HD Ceniceros, GH Fredrickson arXiv preprint arXiv:2212.10478, 2022 | | 2022 |

Microstructural descriptors for data-driven prediction of energetics and structures of polymer mesophases D Chen, Y Xuan, K Delaney, H Ceniceros, G Fredrickson APS March Meeting Abstracts 2022, T16. 012, 2022 | | 2022 |

Machine Learning and Computational Mathematics: Studies of Accelerating Polymer Phase Discovery and Finding Optimal Policies for a Pandemic Y Xuan UC Santa Barbara, 2021 | | 2021 |