Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Streaming on-device detection of device directed speech from voice and
  touch-based invocation   When interacting with smart devices such as mobile phones or wearables, the
user typically invokes a virtual assistant (VA) by saying a keyword or by
pressing a button on the device. However, in many cases, the VA can
accidentally be invoked by the keyword-like speech or accidental button press,
which may have implications on user experience and privacy. To this end, we
propose an acoustic false-trigger-mitigation (FTM) approach for on-device
device-directed speech detection that simultaneously handles the voice-trigger
and touch-based invocation. To facilitate the model deployment on-device, we
introduce a new streaming decision layer, derived using the notion of temporal
convolutional networks (TCN) [1], known for their computational efficiency. To
the best of our knowledge, this is the first approach that can detect
device-directed speech from more than one invocation type in a streaming
fashion. We compare this approach with streaming alternatives based on vanilla
Average layer, and canonical LSTMs, and show: (i) that all the models show only
a small degradation in accuracy compared with the invocation-specific models,
and (ii) that the newly introduced streaming TCN consistently performs better
or comparable with the alternatives, while mitigating device undirected speech
faster in time, and with (relative) reduction in runtime peak-memory over the
LSTM-based approach of 33% vs. 7%, when compared to a non-streaming
counterpart.

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The categories of this paper are: cond-mat
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The categories of this paper are: ao-sci
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The categories of this paper are: econ
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The categories of this paper are: stat
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The categories of this paper are: hep-ph
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The categories of this paper are: acc-phys
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The categories of this paper are: astro-ph
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The categories of this paper are: q-fin
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The categories of this paper are: nucl-ex
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The categories of this paper are: patt-sol
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The categories of this paper are: math
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The categories of this paper are: nlin
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The categories of this paper are: nucl-th
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The categories of this paper are: adap-org
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The categories of this paper are: hep-lat
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The categories of this paper are: math-ph