Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Reproducible data citations for computational research   The general purpose of a scientific publication is the exchange and spread of
knowledge. A publication usually reports a scientific result and tries to
convince the reader that it is valid. With an ever-growing number of papers
relying on computational methods that make use of large quantities of data and
sophisticated statistical modeling techniques, a textual description of the
result is often not enough for a publication to be transparent and
reproducible. While there are efforts to encourage sharing of code and data, we
currently lack conventions for linking data sources to a computational result
that is stated in the main publication text or used to generate a figure or
table. Thus, here I propose a data citation format that allows for an automatic
reproduction of all computations. A data citation consists of a descriptor that
refers to the functional program code and the input that generated the result.
The input itself may be a set of other data citations, such that all data
transformations, from the original data sources to the final result, are
transparently expressed by a directed graph. Functions can be implemented in a
variety of programming languages since data sources are expected to be stored
in open and standardized text-based file formats. A publication is then an
online file repository consisting of a Hypertext Markup Language (HTML)
document and additional data and code source files, together with a
summarization of all data sources, similar to a list of references in a
bibliography.

20
The categories of this paper are: acc-phys
37
The categories of this paper are: supr-con
25
The categories of this paper are: patt-sol
29
The categories of this paper are: funct-an
32
The categories of this paper are: atom-ph
22
The categories of this paper are: chao-dyn
14
The categories of this paper are: math-ph
13
The categories of this paper are: quant-ph
10
The categories of this paper are: q-bio
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The categories of this paper are: astro-ph
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The categories of this paper are: solv-int
3
The categories of this paper are: physics
8
The categories of this paper are: hep-ex
28
The categories of this paper are: alg-geom
18
The categories of this paper are: econ
5
The categories of this paper are: gr-qc