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cs.LG2023★ 4 cited
Inconsistency, Instability, and Generalization Gap of Deep Neural Network Training
Rie Johnson, Tong Zhang
As deep neural networks are highly expressive, it is important to find solutions with small generalization gap (the difference between the performance on the training data and unse…
cs.LG2022★ 4 cited
Fast Rates in Pool-Based Batch Active Learning
Claudio Gentile, Zhilei Wang, Tong Zhang
We consider a batch active learning scenario where the learner adaptively issues batches of points to a labeling oracle. Sampling labels in batches is highly desirable in practice…