Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Exploring Deep Reinforcement Learning-Assisted Federated Learning for
  Online Resource Allocation in EdgeIoT   Federated learning (FL) has been increasingly considered to preserve data
training privacy from eavesdropping attacks in mobile edge computing-based
Internet of Thing (EdgeIoT). On the one hand, the learning accuracy of FL can
be improved by selecting the IoT devices with large datasets for training,
which gives rise to a higher energy consumption. On the other hand, the energy
consumption can be reduced by selecting the IoT devices with small datasets for
FL, resulting in a falling learning accuracy. In this paper, we formulate a new
resource allocation problem for EdgeIoT to balance the learning accuracy of FL
and the energy consumption of the IoT device. We propose a new federated
learning-enabled twin-delayed deep deterministic policy gradient (FLDLT3)
framework to achieve the optimal accuracy and energy balance in a continuous
domain. Furthermore, long short term memory (LSTM) is leveraged in FL-DLT3 to
predict the time-varying network state while FL-DLT3 is trained to select the
IoT devices and allocate the transmit power. Numerical results demonstrate that
the proposed FL-DLT3 achieves fast convergence (less than 100 iterations) while
the FL accuracy-to-energy consumption ratio is improved by 51.8% compared to
existing state-of-the-art benchmark.

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The categories of this paper are: hep-ph
30
The categories of this paper are: q-alg
8
The categories of this paper are: hep-ex
34
The categories of this paper are: chem-ph
33
The categories of this paper are: plasm-ph
25
The categories of this paper are: patt-sol
4
The categories of this paper are: cond-mat
22
The categories of this paper are: chao-dyn
16
The categories of this paper are: stat
11
The categories of this paper are: hep-lat
6
The categories of this paper are: astro-ph
37
The categories of this paper are: supr-con
31
The categories of this paper are: ao-sci
15
The categories of this paper are: nucl-ex
17
The categories of this paper are: q-fin
23
The categories of this paper are: solv-int