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02/28/2023
Fast as CHITA: Neural Network Pruning with Combinatorial Optimization
The sheer size of modern neural networks makes model serving a serious c...
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06/23/2022
Quant-BnB: A Scalable Branch-and-Bound Method for Optimal Decision Trees with Continuous Features
Decision trees are one of the most useful and popular methods in the mac...
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05/27/2021
Doubly robust, machine learning effect estimation in real-world clinical sciences: A practical evaluation of performance in molecular epidemiology cohort settings
Modern efficient estimators such as AIPW and TMLE facilitate the applica...
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08/19/2019
Adaptive Robot-Assisted Feeding: An Online Learning Framework for Acquiring Previously-Unseen Food Items
Successful robot-assisted feeding requires bite acquisition of a wide va...
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08/19/2019