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Adam B. Barrett

Publications and source records attributed to Adam B. Barrett.

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Shannon Information Capacity of Discrete Synapses

There is evidence that biological synapses have only a fixed number of discrete weight states. Memory storage with such synapses behaves quite differently from synapses with unbounded, continuous weights as old memories are automatically overwritten by new memories. We calculate the storage capacity of discrete, bounded synapses in terms of Shannon information. For optimal learning rules, we investigate how information storage depends on the number of synapses, the number of synaptic states and the coding sparseness.

q-bio.NC

M-Theory on Manifolds with G_2 Holonomy

We study M-theory on G_2 holonomy spaces that are constructed by dividing a seven-torus by some discrete symmetry group. We classify possible group elements that may be used in this construction and use them to find a set of possible orbifold groups that lead to co-dimension four singularities. We describe how to blow up such singularities, and then derive the moduli Kaehler potential for M-theory on the resulting class of G_2 manifolds. To consider the singular limit it is necessary to derive the supergravity action for M-theory on the orbifold C^2/Z_N. We do this by coupling 11-dimensional supergravity to a seven-dimensional Yang-Mills theory located on the orbifold fixed plane. We show that the resulting action is supersymmetric to leading non-trivial order in the 11-dimensional Newton constant. Obtaining this action enables us to then reduce M-theory on a toroidal G_2 orbifold with co-dimension four singularities, taking explicitly into account the additional gauge fields at the singularities. The four-dimensional effective theory has N=1 supersymmetry with non-Abelian N=4 gauge theory sub-sectors. We present explicit formulae for the Kaehler potential, gauge-kinetic function and superpotential. In the four-dimensional theory, blowing-up of the orbifold is described by continuation along D-flat directions. Using this interpretation, we demonstrate consistency of our results for singular G_2 spaces with corresponding ones obtained for smooth G_2 spaces. In addition, we consider the effects of switching on flux and Wilson lines on singular loci of the G_2 space, and we discuss the relation to N=4 SYM theory.

hep-th