3,021 research outputs found
Local versus Global Search in Channel Graphs
Previous studies of search in channel graphs has assumed that the search is
global; that is, that the status of any link can be probed by the search
algorithm at any time. We consider for the first time local search, for which
only links to which an idle path from the source has already been established
may be probed. We show that some well known channel graphs may require
exponentially more probes, on the average, when search must be local than when
it may be global.Comment: i+13 pages, 2 figure
The economic and social benefits of increasing Indigenous employment
Using the latest available data and research, this paper provides estimates of the likely economic and social benefits of increasing Indigenous employment to the same level as in the non-Indigenous population.
Introduction
Relatively low rates of employment are one of the reasons for many of the poor economic and social outcomes experienced by Indigenous Australians. Increases in the rate of Indigenous employment would result in significant economic gains to the individuals who move into employment, and their families and communities, to the government who would receive higher tax revenues and have lower social security outlays, and the economy as a whole via the increases in the effective labour supply. The existing research also finds that there are health and social benefits that flow from paid employment.
This paper, using the latest available data and research, provides estimates of the likely economic and social benefits of increasing Indigenous employment to the same level as in the non-Indigenous population (i.e. closing the employment gap). It was commissioned by the Department of the Prime Minister and Cabinet to help inform the work of the Indigenous Jobs and Training Review chaired by Andrew Forrest
On thermalization in the SYK and supersymmetric SYK models
The eigenstate thermalization hypothesis is a compelling conjecture which
strives to explain the apparent thermal behavior of generic observables in
closed quantum systems. Although we are far from a complete analytic
understanding, quantum chaos is often seen as a strong indication that the
ansatz holds true. In this paper, we address the thermalization of energy
eigenstates in the Sachdev-Ye-Kitaev model, a maximally chaotic model of
strongly-interacting Majorana fermions. We numerically investigate eigenstate
thermalization for specific few-body operators in the original SYK model as
well as its supersymmetric extension and find evidence that
these models satisfy ETH. We discuss the implications of ETH for a
gravitational dual and the quantum information-theoretic properties of SYK it
suggests.Comment: Published versio
Bright Ultraviolet Regions and Star Formation Characteristics in Nearby Dwarf Galaxies
We compare star formation in the inner and outer disks of 11 dwarf Irregular
galaxies (dIm) within 3.6 Mpc. The regions are identified on GALEX near-UV
images, and modeled with UV, optical, and near-IR colors to determine masses
and ages. A few galaxies have made 10^5-10^6 Msun complexes in a starburst
phase, while others have not formed clusters in the last 50 Myrs. The maximum
region mass correlates with the number of regions as expected from the
size-of-sample effect. We find no radial gradients in region masses and ages,
even beyond the realm of Halpha emission, although there is an exponential
decrease in the luminosity density and number density of the regions with
radius. Halpha is apparently lacking in the outer parts only because nebular
emission around massive stars is too faint to see. The outermost regions for
the 5 galaxies with HI data formed at average gas surface densities of 1.9-5.9
Msun/pc2. These low average densities imply either that local gas densities are
high or sub-threshold star formation is possible. The distribution of regions
on a log Mass - log age plot is is usually uniform along log age for equal
intervals of log Mass. This uniformity results from either an individual region
mass that varies as 1/age or a region disruption probability that varies as
1/age. A correlation between fading-corrected surface brightness and age
suggests the former.Comment: Astronomical Journal, in press for November 2009. 34 pages, 18
figures, 5 table
Chaos, Complexity, and Random Matrices
Chaos and complexity entail an entropic and computational obstruction to
describing a system, and thus are intrinsically difficult to characterize. In
this paper, we consider time evolution by Gaussian Unitary Ensemble (GUE)
Hamiltonians and analytically compute out-of-time-ordered correlation functions
(OTOCs) and frame potentials to quantify scrambling, Haar-randomness, and
circuit complexity. While our random matrix analysis gives a qualitatively
correct prediction of the late-time behavior of chaotic systems, we find
unphysical behavior at early times including an scrambling
time and the apparent breakdown of spatial and temporal locality. The salient
feature of GUE Hamiltonians which gives us computational traction is the
Haar-invariance of the ensemble, meaning that the ensemble-averaged dynamics
look the same in any basis. Motivated by this property of the GUE, we introduce
-invariance as a precise definition of what it means for the dynamics of a
quantum system to be described by random matrix theory. We envision that the
dynamical onset of approximate -invariance will be a useful tool for
capturing the transition from early-time chaos, as seen by OTOCs, to late-time
chaos, as seen by random matrix theory.Comment: 61 pages, 14 figures; v2: references added, typos fixe
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