Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Everyday algorithm auditing: Understanding the power of everyday users
  in surfacing harmful algorithmic behaviors   A growing body of literature has proposed formal approaches to audit
algorithmic systems for biased and harmful behaviors. While formal auditing
approaches have been greatly impactful, they often suffer major blindspots,
with critical issues surfacing only in the context of everyday use once systems
are deployed. Recent years have seen many cases in which everyday users of
algorithmic systems detect and raise awareness about harmful behaviors that
they encounter in the course of their everyday interactions with these systems.
However, to date little academic attention has been granted to these bottom-up,
user-driven auditing processes. In this paper, we propose and explore the
concept of everyday algorithm auditing, a process in which users detect,
understand, and interrogate problematic machine behaviors via their day-to-day
interactions with algorithmic systems. We argue that everyday users are
powerful in surfacing problematic machine behaviors that may elude detection
via more centrally-organized forms of auditing, regardless of users' knowledge
about the underlying algorithms. We analyze several real-world cases of
everyday algorithm auditing, drawing lessons from these cases for the design of
future platforms and tools that facilitate such auditing behaviors. Finally, we
discuss work that lies ahead, toward bridging the gaps between formal auditing
approaches and the organic auditing behaviors that emerge in everyday use of
algorithmic systems.

26
The categories of this paper are: bayes-an
9
The categories of this paper are: nlin
24
The categories of this paper are: dg-ga
19
The categories of this paper are: eess
28
The categories of this paper are: alg-geom
5
The categories of this paper are: gr-qc
30
The categories of this paper are: q-alg
16
The categories of this paper are: stat
4
The categories of this paper are: cond-mat
22
The categories of this paper are: chao-dyn
27
The categories of this paper are: comp-gas
8
The categories of this paper are: hep-ex
34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
20
The categories of this paper are: acc-phys
33
The categories of this paper are: plasm-ph