Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Probing the Theoretical and Computational Limits of Dissipative Design   Self-assembly, the process by which interacting components form well-defined
and often intricate structures, is typically thought of as a spontaneous
process arising from equilibrium dynamics. When a system is driven by external
\emph{nonequilibrium} forces, states statistically inaccessible to the
equilibrium dynamics can arise, a process sometimes termed direct
self-assembly. However, if we fix a given target state and a set of external
control variables, it is not well-understood i) how to design a protocol to
drive the system towards the desired state nor ii) the energetic cost of
persistently perturbing the stationary distribution. Here we derive a bound
that relates the proximity to the chosen target with the dissipation associated
with the external drive, showing that high-dimensional external control can
guide systems towards target distribution but with an inevitable entropic cost.
Remarkably, the bound holds arbitrarily far from equilibrium. Secondly, we
investigate the performance of deep reinforcement learning algorithms and
provide evidence for the realizability of complex protocols that stabilize
otherwise inaccessible states of matter.

24
The categories of this paper are: dg-ga
21
The categories of this paper are: adap-org
7
The categories of this paper are: hep-th
20
The categories of this paper are: acc-phys
0
The categories of this paper are: hep-ph
19
The categories of this paper are: eess
1
The categories of this paper are: cs
34
The categories of this paper are: chem-ph
3
The categories of this paper are: physics
22
The categories of this paper are: chao-dyn
11
The categories of this paper are: hep-lat
27
The categories of this paper are: comp-gas
15
The categories of this paper are: nucl-ex
5
The categories of this paper are: gr-qc
12
The categories of this paper are: nucl-th
23
The categories of this paper are: solv-int