Jacob Helwig

Ph.D. Student, Texas A&M University

jacob.a.helwig [AT] tamu.edu

Bio

I am currently a 2nd year Ph.D. student in the Department of Computer Science & Engineering at Texas A&M University. My advisor is Prof. Shuiwang Ji, who leads the Data Integration, Visualization, and Exploration (DIVE) Laboratory. I obtained my bachelor’s degree in mathematics from the University of Texas at Austin in 2020, as well as several certificates in computing and statistical modeling through the UT Computer Science Department and the UT Statistics and Data Science Department. Here is my résumé.

My research interests are deep learning and its applications. I am currently working on data-driven methods for accelerating the numerical solution of partial differential equations.

News

Publications [Google Scholar]

* indicates equal contribution.

SineNet: Learning Temporal Dynamics in Time-Dependent Partial Differential Equations

Xuan Zhang*, Jacob Helwig*, Yuchao Lin, Yaochen Xie, Cong Fu, Stephan Wojtowytsch, and Shuiwang Ji

International Conference on Learning Representations (ICLR), 2024

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Semi-Supervised Learning for High-Fidelity Fluid Flow Reconstruction

Cong Fu, Jacob Helwig, and Shuiwang Ji

Learning on Graphs Conference (LoG), 2023

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Group Equivariant Fourier Neural Operators for Partial Differential Equations

Jacob Helwig*, Xuan Zhang*, Cong Fu, Jerry Kurtin, Stephan Wojtowytsch, and Shuiwang Ji

International Conference on Machine Learning (ICML), 2023

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Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems

Xuan Zhang*, Limei Wang*, Jacob Helwig*,Youzhi Luo*, Cong Fu*, Yaochen Xie*,..., Alan Aspuru-Guzik, Erik Bekkers, Michael Bronstein, Marinka Zitnik, Anima Anandkumar, Stefano Ermon, Pietro Lio, Rose Yu, Stephan Gunnemann, Jure Leskovec, Heng Ji, Jimeng Sun, Regina Barzilay, Tommi Jaakkola, Connor W. Coley, Xiaoning Qian, Xiaofeng Qian, Tess Smidt, and Shuiwang Ji

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An Approximate Bayesian Approach to Covariate-dependent Graphical Modeling

Sutanoy Dasgupta, Peng Zhao, Jacob Helwig, Prasenjit Ghosh, Debdeep Pati, Bani K. Mallick

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Résumé

Here is my résumé.

Jacob Helwig
based on the templates by Martin Saveski and Paul J. Wright