Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Explainable Decision Making with Lean and Argumentative Explanations   It is widely acknowledged that transparency of automated decision making is
crucial for deployability of intelligent systems, and explaining the reasons
why some decisions are "good" and some are not is a way to achieving this
transparency. We consider two variants of decision making, where "good"
decisions amount to alternatives (i) meeting "most" goals, and (ii) meeting
"most preferred" goals. We then define, for each variant and notion of
"goodness" (corresponding to a number of existing notions in the literature),
explanations in two formats, for justifying the selection of an alternative to
audiences with differing needs and competences: lean explanations, in terms of
goals satisfied and, for some notions of "goodness", alternative decisions, and
argumentative explanations, reflecting the decision process leading to the
selection, while corresponding to the lean explanations. To define
argumentative explanations, we use assumption-based argumentation (ABA), a
well-known form of structured argumentation. Specifically, we define ABA
frameworks such that "good" decisions are admissible ABA arguments and draw
argumentative explanations from dispute trees sanctioning this admissibility.
Finally, we instantiate our overall framework for explainable decision-making
to accommodate connections between goals and decisions in terms of decision
graphs incorporating defeasible and non-defeasible information.

35
The categories of this paper are: mtrl-th
4
The categories of this paper are: cond-mat
27
The categories of this paper are: comp-gas
2
The categories of this paper are: math
17
The categories of this paper are: q-fin
0
The categories of this paper are: hep-ph
32
The categories of this paper are: atom-ph
36
The categories of this paper are: cmp-lg
3
The categories of this paper are: physics
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
34
The categories of this paper are: chem-ph
29
The categories of this paper are: funct-an
13
The categories of this paper are: quant-ph
31
The categories of this paper are: ao-sci
7
The categories of this paper are: hep-th