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05/28/2021
Weighted Training for Cross-Task Learning
In this paper, we introduce Target-Aware Weighted Training (TAWT), a wei...
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04/15/2021
Estimating and Improving Dynamic Treatment Regimes With a Time-Varying Instrumental Variable
Estimating dynamic treatment regimes (DTRs) from retrospective observati...
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12/02/2020
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks
In network applications, it has become increasingly common to obtain dat...
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10/22/2020
Label-Aware Neural Tangent Kernel: Toward Better Generalization and Local Elasticity
As a popular approach to modeling the dynamics of training overparametri...
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07/25/2019
Invariance reduces Variance: Understanding Data Augmentation in Deep Learning and Beyond
Many complex deep learning models have found success by exploiting symme...
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11/29/2017