Shallow RNN: Accurate Time-series Classification on Resource Constrained Devices
NeurIPS, pp. 12896-12906, 2019.
Recurrent Neural Networks (RNNs) capture long dependencies and context, and hence are the key component of typical sequential data based tasks. However, the sequential nature of RNNs dictates a large inference cost for long sequences even if the hardware supports parallelization. To induce long-term dependencies, and yet admit paralleliza...More
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