TY - JOUR
T1 - Space-Bounded Church-Turing Thesis and Computational Tractability of Closed Systems
AU - Braverman, Mark
AU - Schneider, Jonathan
AU - Rojas, Cristóbal
N1 - Publisher Copyright:
© 2015 American Physical Society.
PY - 2015/8/27
Y1 - 2015/8/27
N2 - We report a new limitation on the ability of physical systems to perform computation - one that is based on generalizing the notion of memory, or storage space, available to the system to perform the computation. Roughly, we define memory as the maximal amount of information that the evolving system can carry from one instant to the next. We show that memory is a limiting factor in computation even in lieu of any time limitations on the evolving system - such as when considering its equilibrium regime. We call this limitation the space-bounded Church-Turing thesis (SBCT). The SBCT is supported by a simulation assertion (SA), which states that predicting the long-term behavior of bounded-memory systems is computationally tractable. In particular, one corollary of SA is an explicit bound on the computational hardness of the long-term behavior of a discrete-time finite-dimensional dynamical system that is affected by noise. We prove such a bound explicitly.
AB - We report a new limitation on the ability of physical systems to perform computation - one that is based on generalizing the notion of memory, or storage space, available to the system to perform the computation. Roughly, we define memory as the maximal amount of information that the evolving system can carry from one instant to the next. We show that memory is a limiting factor in computation even in lieu of any time limitations on the evolving system - such as when considering its equilibrium regime. We call this limitation the space-bounded Church-Turing thesis (SBCT). The SBCT is supported by a simulation assertion (SA), which states that predicting the long-term behavior of bounded-memory systems is computationally tractable. In particular, one corollary of SA is an explicit bound on the computational hardness of the long-term behavior of a discrete-time finite-dimensional dynamical system that is affected by noise. We prove such a bound explicitly.
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U2 - 10.1103/PhysRevLett.115.098701
DO - 10.1103/PhysRevLett.115.098701
M3 - Article
C2 - 26371687
AN - SCOPUS:84940769426
SN - 0031-9007
VL - 115
JO - Physical review letters
JF - Physical review letters
IS - 9
M1 - 098701
ER -