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Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm



Aidan Good , Jiaqi Lin , Hannah Sieg , Mikey Ferguson , Xin Yu , Shandian Zhe , Jerzy Wieczorek , Thiago Serra

* (Under review.) 

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The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks



Xin Yu , Thiago Serra , Srikumar Ramalingam , Shandian Zhe


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AutoIP: A United Framework to Integrate Physics into Gaussian Processes



Da Long , Zheng Wang , Aditi Krishnapriyan , Robert Kirby , Shandian Zhe , Michael Mahoney


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Nonparametric Sparse Tensor Factorization with Hierarchical Gamma Processes



Conor Tillinghast , Zheng Wang , Shandian Zhe

* 15 pages, 4 figures 

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Physics-Informed Neural Networks (PINNs) for Parameterized PDEs: A Metalearning Approach



Michael Penwarden , Shandian Zhe , Akil Narayan , Robert M. Kirby


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Meta-Learning with Adjoint Methods



Shibo Li , Zheng Wang , Akil Narayan , Robert Kirby , Shandian Zhe


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Characterizing possible failure modes in physics-informed neural networks



Aditi S. Krishnapriyan , Amir Gholami , Shandian Zhe , Robert M. Kirby , Michael W. Mahoney

* 22 pages 

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Multifidelity Modeling for Physics-Informed Neural Networks (PINNs)



Michael Penwarden , Shandian Zhe , Akil Narayan , Robert M. Kirby


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