In this article we describe EANT2, Evolutionary Acquisition of Neural Topologies, Version 2, a method that creates neural networks by evolutionary reinforcement learning. The structure of the networks is developed using mutation operators, starting from a minimal structure. Their parameters are optimised using CMA-ES, Covariance Matrix Adaptation Evolution Strategy, a derandomised variant of ev...

We study directed sets definable in o-minimal structures, showing that expansions of ordered fields these admit cofinal curves, as well a suitable analogue groups, and furthermore no holds full generality. use the theory tame pairs to extend results field case families with finite intersection property. then apply our topologies. prove all topological spaces display properties akin first counta...

In this paper, we propose a communication-efficiently decentralized machine learning framework that solves consensus optimization problem defined over network of inter-connected workers. The proposed algorithm, Censored and Quantized Generalized GADMM (CQ-GGADMM), leverages the worker grouping ideas Group Alternating Direction Method Multipliers (GADMM), pushes frontier in communication efficie...

Flux-aligned mesh generation plays an important role in the magnetohydrodynamic (MHD) simulation of Tokamak plasmas. In this paper, we present existence theory flux-aligned meshes by generalized Morse to situation simulation. A high-order algorithm is developed validate generating quad with same topologies as typical flux contours JOREK for configuration MAST. • We a any given isocurves. design...

In this paper, we define a soft generalized ?-closed set, which is generalization of both the set and closed set. We show that classes sets coincide in anti-locally countable topological spaces. Additionally, locally spaces, every Furthermore, prove space (X,??,A). addition to these, determine behavior relative unions, intersections, subspaces, generated topologies. investigate images inverse u...

We address the question of strategic pricing of interdomain traffic forwarding services provided by ISPs, which is also closely coupled with the question of how ISPs route their traffic towards their neighboring ISPs. Posing this question as a non-cooperative game between neighboring ISPs, we study the properties of this pricing game in terms of the existence, computability, and efficiency of t...

Few physical systems with topologies more complicated than simple gaussian linking have been explored in detail. Here we focus on examples with higher topologies in non-relativistic quantum mechanics and in QCD. 1 Generalized Aharonov-Bohm and Josephson effects Topology has played an important role in physics in recent years, but unlike in biology, most work done so far has involved the simples...

This paper demonstrates the redundancies concerning the increasing popular ``soft set" approaches to general topologies. It is shown that there is a complement preserving isomorphism (preserving arbitrary $widetilde{bigcup}$ and arbitrary $widetilde{bigcap}$) between the lattice ($mathcal{ST}_E(X,E),widetilde{subset}$) of all soft sets on $X$ with the whole parameter set $E$ as domains and the ...

The major objective of this paper is to examine the optimal routing in layout and location problems from a network optimization perspective where manufacturing facilities are modelled as open ®nite queueing networks with a multiobjective set of performance measures. The overall material handling system is broken down into a set of layout topologies. For each one of these topologies the optimal ...