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Gated Recurrent Neural Networks with Weighted Time-Delay Feedback


Dec 01, 2022
N. Benjamin Erichson, Soon Hoe Lim, Michael W. Mahoney

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Fully Stochastic Trust-Region Sequential Quadratic Programming for Equality-Constrained Optimization Problems


Nov 29, 2022
Yuchen Fang, Sen Na, Michael W. Mahoney, Mladen Kolar

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* 6 figures, 28 pages 

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Monotonicity and Double Descent in Uncertainty Estimation with Gaussian Processes


Oct 14, 2022
Liam Hodgkinson, Chris van der Heide, Fred Roosta, Michael W. Mahoney

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* 40 pages, 20 figures 

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Gradient Gating for Deep Multi-Rate Learning on Graphs


Oct 02, 2022
T. Konstantin Rusch, Benjamin P. Chamberlain, Michael W. Mahoney, Michael M. Bronstein, Siddhartha Mishra

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Learning differentiable solvers for systems with hard constraints


Jul 18, 2022
Geoffrey Négiar, Michael W. Mahoney, Aditi S. Krishnapriyan

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* 10 pages + references 

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Adaptive Self-supervision Algorithms for Physics-informed Neural Networks


Jul 08, 2022
Shashank Subramanian, Robert M. Kirby, Michael W. Mahoney, Amir Gholami

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* 15 pages 

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Neurotoxin: Durable Backdoors in Federated Learning


Jun 12, 2022
Zhengming Zhang, Ashwinee Panda, Linyue Song, Yaoqing Yang, Michael W. Mahoney, Joseph E. Gonzalez, Kannan Ramchandran, Prateek Mittal

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* Appears in ICML 2022 

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Squeezeformer: An Efficient Transformer for Automatic Speech Recognition


Jun 02, 2022
Sehoon Kim, Amir Gholami, Albert Shaw, Nicholas Lee, Karttikeya Mangalam, Jitendra Malik, Michael W. Mahoney, Kurt Keutzer

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Asymptotic Convergence Rate and Statistical Inference for Stochastic Sequential Quadratic Programming


May 27, 2022
Sen Na, Michael W. Mahoney

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* 59 pages, 6 figures 

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Fat-Tailed Variational Inference with Anisotropic Tail Adaptive Flows


May 16, 2022
Feynman Liang, Liam Hodgkinson, Michael W. Mahoney

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