5,830 research outputs found
Disorder-driven destruction of a non-Fermi liquid semimetal via renormalization group
We investigate the interplay of Coulomb interactions and
short-range-correlated disorder in three dimensional systems where absent
disorder the non-interacting band structure hosts a quadratic band crossing.
Though the clean Coulomb problem is believed to host a 'non-Fermi liquid'
phase, disorder and Coulomb interactions have the same scaling dimension in a
renormalization group (RG) sense, and thus should be treated on an equal
footing. We therefore implement a controlled -expansion and apply it
at leading order to derive RG flow equations valid when disorder and
interactions are both weak. We find that the non-Fermi liquid fixed point is
unstable to disorder, and demonstrate that the problem inevitably flows to
strong coupling, outside the regime of applicability of the perturbative RG. An
examination of the flow to strong coupling suggests that disorder is
asymptotically more important than interactions, so that the low energy
behavior of the system can be described by a non-interacting sigma model in the
appropriate symmetry class (which depends on whether exact particle-hole
symmetry is imposed on the problem). We close with a discussion of general
principles unveiled by our analysis that dictate the interplay of disorder and
Coulomb interactions in gapless semiconductors, and of connections to many-body
localized systems with long-range interactions.Comment: 15 pages, 4 figure
Many body localization with long range interactions
Many body localization (MBL) has emerged as a powerful paradigm for
understanding non-equilibrium quantum dynamics. Folklore based on perturbative
arguments holds that MBL only arises in systems with short range interactions.
Here we advance non-perturbative arguments indicating that MBL can arise in
systems with long range (Coulomb) interactions. In particular, we show using
bosonization that MBL can arise in one dimensional systems with ~ r
interactions, a problem that exhibits charge confinement. We also argue that
(through the Anderson-Higgs mechanism) MBL can arise in two dimensional systems
with log r interactions, and speculate that our arguments may even extend to
three dimensional systems with 1/r interactions. Our arguments are `asymptotic'
(i.e. valid up to rare region corrections), yet they open the door to
investigation of MBL physics in a wide array of long range interacting systems
where such physics was previously believed not to arise.Comment: Expanded discussion of higher dimensions, updated reference
Asynchronous Gossip for Averaging and Spectral Ranking
We consider two variants of the classical gossip algorithm. The first variant
is a version of asynchronous stochastic approximation. We highlight a
fundamental difficulty associated with the classical asynchronous gossip
scheme, viz., that it may not converge to a desired average, and suggest an
alternative scheme based on reinforcement learning that has guaranteed
convergence to the desired average. We then discuss a potential application to
a wireless network setting with simultaneous link activation constraints. The
second variant is a gossip algorithm for distributed computation of the
Perron-Frobenius eigenvector of a nonnegative matrix. While the first variant
draws upon a reinforcement learning algorithm for an average cost controlled
Markov decision problem, the second variant draws upon a reinforcement learning
algorithm for risk-sensitive control. We then discuss potential applications of
the second variant to ranking schemes, reputation networks, and principal
component analysis.Comment: 14 pages, 7 figures. Minor revisio
- …