Reviews: Streaming Weak Submodularity: Interpreting Neural Networks on the Fly

Neural Information Processing Systems 

This paper proposes a new approach STREAK for maximizing weakly submodular functions. The idea is to collect several outputs of the Threshold Greedy algorithm, where the selection is based on a given threshold. The theoretical results of the Threshold Greedy algorithm and STREAK are verified sequentially. STREAK is also used to provide interpretable explanations for neural-networks and the empirical studies are given. This is an interesting work.