Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Learning soft interventions in complex equilibrium systems   Complex systems often contain feedback loops that can be described as cyclic
causal models. Intervening in such systems may lead to counter-intuitive
effects, which cannot be inferred directly from the graph structure. After
establishing a framework for differentiable interventions based on Lie groups,
we take advantage of modern automatic differentiation techniques and their
application to implicit functions in order to optimize interventions in cyclic
causal models. We illustrate the use of this framework by investigating
scenarios of transition to sustainable economies.

3
The categories of this paper are: physics
32
The categories of this paper are: atom-ph
5
The categories of this paper are: gr-qc
30
The categories of this paper are: q-alg
6
The categories of this paper are: astro-ph
18
The categories of this paper are: econ
10
The categories of this paper are: q-bio
14
The categories of this paper are: math-ph
28
The categories of this paper are: alg-geom
27
The categories of this paper are: comp-gas
8
The categories of this paper are: hep-ex
17
The categories of this paper are: q-fin
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The categories of this paper are: adap-org
20
The categories of this paper are: acc-phys
16
The categories of this paper are: stat
36
The categories of this paper are: cmp-lg