Deep Learning

Advanced Algorithms and Applications in Machine Learning
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Advanced Algorithms and Applications in Machine Learning
Doubly Adaptive Scaled Algorithm for Machine Learning Using Second-Order Information
We present a novel adaptive optimization algorithm for large-scale machine learning problems. Equipped with a low-cost estimate of …
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Doubly Adaptive Scaled Algorithm for Machine Learning Using Second-Order Information
Improved Training of Graph-Embedding Based Neural Network Energy Functions for Catalysis
Complex reaction networks comprising of thousands of intermediates and reactions are ubiquitous in heterogeneous catalysis; developing …
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Improved Training of Graph-Embedding Based Neural Network Energy Functions for Catalysis
FD-Net with Auxiliary Time Steps: Fast Prediction of PDEs using Hessian-Free Trust-Region Methods
Discovering the underlying physical behavior of complex systems is a crucial, but less well-understood topic in many engineering …
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FD-Net with Auxiliary Time Steps: Fast Prediction of PDEs using Hessian-Free Trust-Region Methods