K-armed Bandit based Multi-Modal Network Architecture Search for Visual Question Answering

MM '20: The 28th ACM International Conference on Multimedia Seattle WA USA October, 2020, pp. 1245-1254, 2020.

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Abstract:

In this paper, we propose a cross-modal network architecture search (NAS) algorithm for VQA, termed as k-Armed Bandit based NAS (KAB-NAS). KAB-NAS regards the design of each layer as a k-armed bandit problem and updates the preference of each candidate via numerous samplings in a single-shot search framework. To establish an effective sea...More

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