Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Hardware-accelerated Inference for Real-Time Gravitational-Wave
  Astronomy   The field of transient astronomy has seen a revolution with the first
gravitational-wave detections and the arrival of multi-messenger observations
they enabled. Transformed by the first detection of binary black hole and
binary neutron star mergers, computational demands in gravitational-wave
astronomy are expected to grow by at least a factor of two over the next five
years as the global network of kilometer-scale interferometers are brought to
design sensitivity. With the increase in detector sensitivity, real-time
delivery of gravitational-wave alerts will become increasingly important as an
enabler of multi-messenger followup. In this work, we report a novel
implementation and deployment of deep learning inference for real-time
gravitational-wave data denoising and astrophysical source identification. This
is accomplished using a generic Inference-as-a-Service model that is capable of
adapting to the future needs of gravitational-wave data analysis. Our
implementation allows seamless incorporation of hardware accelerators and also
enables the use of commercial or private (dedicated) as-a-service computing.
Based on our results, we propose a paradigm shift in low-latency and offline
computing in gravitational-wave astronomy. Such a shift can address key
challenges in peak-usage, scalability and reliability, and provide a data
analysis platform particularly optimized for deep learning applications. The
achieved sub-millisecond scale latency will also be relevant for any machine
learning-based real-time control systems that may be invoked in the operation
of near-future and next generation ground-based laser interferometers, as well
as the front-end collection, distribution and processing of data from such
instruments.

29
The categories of this paper are: funct-an
36
The categories of this paper are: cmp-lg
8
The categories of this paper are: hep-ex
21
The categories of this paper are: adap-org
30
The categories of this paper are: q-alg
35
The categories of this paper are: mtrl-th
15
The categories of this paper are: nucl-ex
31
The categories of this paper are: ao-sci
34
The categories of this paper are: chem-ph
25
The categories of this paper are: patt-sol
32
The categories of this paper are: atom-ph
24
The categories of this paper are: dg-ga
0
The categories of this paper are: hep-ph
19
The categories of this paper are: eess
7
The categories of this paper are: hep-th
18
The categories of this paper are: econ