Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Robust and Privacy-Preserving Collaborative Learning: A Comprehensive
  Survey   With the rapid demand of data and computational resources in deep learning
systems, a growing number of algorithms to utilize collaborative machine
learning techniques, for example, federated learning, to train a shared deep
model across multiple participants. It could effectively take advantage of the
resources of each participant and obtain a more powerful learning system.
However, integrity and privacy threats in such systems have greatly obstructed
the applications of collaborative learning. And a large amount of works have
been proposed to maintain the model integrity and mitigate the privacy leakage
of training data during the training phase for different collaborative learning
systems. Compared with existing surveys that mainly focus on one specific
collaborative learning system, this survey aims to provide a systematic and
comprehensive review of security and privacy researches in collaborative
learning. Our survey first provides the system overview of collaborative
learning, followed by a brief introduction of integrity and privacy threats. In
an organized way, we then detail the existing integrity and privacy attacks as
well as their defenses. We also list some open problems in this area and
opensource the related papers on GitHub:
https://github.com/csl-cqu/awesome-secure-collebrative-learning-papers.

35
The categories of this paper are: mtrl-th
11
The categories of this paper are: hep-lat
36
The categories of this paper are: cmp-lg
13
The categories of this paper are: quant-ph
30
The categories of this paper are: q-alg
12
The categories of this paper are: nucl-th
27
The categories of this paper are: comp-gas
15
The categories of this paper are: nucl-ex
33
The categories of this paper are: plasm-ph
5
The categories of this paper are: gr-qc
32
The categories of this paper are: atom-ph
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
19
The categories of this paper are: eess
8
The categories of this paper are: hep-ex
17
The categories of this paper are: q-fin