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Collaborating Authors

 Joost van Amersfoort

BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning

Neural Information Processing Systems

We develop BatchBALD, a tractable approximation to the mutual information between a batch of points and model parameters, which we use as an acquisition function to select multiple informative points jointly for the task of deep Bayesian active learning.

BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning

Neural Information Processing Systems

Neural Information Processing Systems http://nips.cc/