Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Am I Building a White Box Agent or Interpreting a Black Box Agent?   The rule extraction literature contains the notion of a fidelity-accuracy
dilemma: when building an interpretable model of a black box function,
optimising for fidelity is likely to reduce performance on the underlying task,
and vice versa. I reassert the relevance of this dilemma for the modern field
of explainable artificial intelligence, and highlight how it is compounded when
the black box is an agent interacting with a dynamic environment. I then
discuss two independent research directions - building white box agents and
interpreting black box agents - which are both coherent and worthy of
attention, but must not be conflated by researchers embarking on projects in
the domain of agent interpretability.

8
The categories of this paper are: hep-ex
21
The categories of this paper are: adap-org
27
The categories of this paper are: comp-gas
25
The categories of this paper are: patt-sol
22
The categories of this paper are: chao-dyn
24
The categories of this paper are: dg-ga
28
The categories of this paper are: alg-geom
12
The categories of this paper are: nucl-th
36
The categories of this paper are: cmp-lg
13
The categories of this paper are: quant-ph
18
The categories of this paper are: econ
17
The categories of this paper are: q-fin
33
The categories of this paper are: plasm-ph
4
The categories of this paper are: cond-mat
20
The categories of this paper are: acc-phys
0
The categories of this paper are: hep-ph