Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Can Interpretable Reinforcement Learning Manage Assets Your Way?   Personalisation of products and services is fast becoming the driver of
success in banking and commerce. Machine learning holds the promise of gaining
a deeper understanding of and tailoring to customers' needs and preferences.
Whereas traditional solutions to financial decision problems frequently rely on
model assumptions, reinforcement learning is able to exploit large amounts of
data to improve customer modelling and decision-making in complex financial
environments with fewer assumptions. Model explainability and interpretability
present challenges from a regulatory perspective which demands transparency for
acceptance; they also offer the opportunity for improved insight into and
understanding of customers. Post-hoc approaches are typically used for
explaining pretrained reinforcement learning models. Based on our previous
modeling of customer spending behaviour, we adapt our recent reinforcement
learning algorithm that intrinsically characterizes desirable behaviours and we
transition to the problem of asset management. We train inherently
interpretable reinforcement learning agents to give investment advice that is
aligned with prototype financial personality traits which are combined to make
a final recommendation. We observe that the trained agents' advice adheres to
their intended characteristics, they learn the value of compound growth, and,
without any explicit reference, the notion of risk as well as improved policy
convergence.

8
The categories of this paper are: hep-ex
14
The categories of this paper are: math-ph
3
The categories of this paper are: physics
32
The categories of this paper are: atom-ph
9
The categories of this paper are: nlin
4
The categories of this paper are: cond-mat
36
The categories of this paper are: cmp-lg
6
The categories of this paper are: astro-ph
20
The categories of this paper are: acc-phys
16
The categories of this paper are: stat
7
The categories of this paper are: hep-th
2
The categories of this paper are: math
30
The categories of this paper are: q-alg
18
The categories of this paper are: econ
22
The categories of this paper are: chao-dyn
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The categories of this paper are: dg-ga