274 citations · 433 across the 19 of their papers we have counts for
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cs.LG2019★ 55 cited
On Warm-Starting Neural Network Training
Jordan T. Ash, Ryan P. Adams
In many real-world deployments of machine learning systems, data arrive piecemeal. These learning scenarios may be passive, where data arrive incrementally due to structural proper…
cs.LG2019★ 274 cited
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds
Jordan T. Ash, Chicheng Zhang, Akshay Krishnamurthy +2
We design a new algorithm for batch active learning with deep neural network models. Our algorithm, Batch Active learning by Diverse Gradient Embeddings (BADGE), samples groups of…