Shallow RNN: Accurate Time-series Classification on Resource Constrained Devices

Don Dennis
Don Dennis
Durmus Alp Emre Acar
Durmus Alp Emre Acar
Vikram Mandikal
Vikram Mandikal
Vinu Sankar Sadasivan
Vinu Sankar Sadasivan

NeurIPS, pp. 12896-12906, 2019.

Cited by: 1|Views25
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Abstract:

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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