Saddle-point problems have recently gained increased attention from the machine learning community, mainly due to applications in training Generative Adversarial Networks using stochastic gradients. At same time, some only a zeroth-order oracle is available. In this paper, we propose several algorithms solve smooth (strongly) convex-concave saddle-point oracles and estimate their convergence ra...

Algorithms determine which calculations computers use to solve problems and are one of the central pillars computer science. As algorithms improve, they enable scientists tackle larger explore new domains scientific techniques [1] , rid="ref2" xmlns:xlink="http://www...

The aim of this paper is to establish some new common fixed point theorems for generalized contractive maps in fuzzy metric space by using property (E.A.), common property (E.A.), JCLRST property and CLRS property. Our results improve and extend the results of Chauhan et al. [1] and Sedghi et al. [2] besides several known results. We also furnish an illustrative example in support of our results.

‎our contribution in this paper is to propose an iterative algorithm which does not require prior knowledge of operator norm and prove a strong convergence theorem for approximating a solution of split equality fixed point problem for quasi-nonexpansive mappings in a real hilbert space‎. ‎so many have used algorithms involving the operator norm for solving split equality fixed point problem‎, ‎...

Computer graphics offer various gadgets to enhance the reconstruction of high-order statistics that are not correctly addressed by the two-point statistics approaches. Almost all the newly developed multiple-point geostatistics (MPS) algorithms, to some extent, adapt these techniques to increase the simulation accuracy and efficiency. In this work, a scrutiny comparison between our recently dev...

The failure probability of the structures is one of the challenging problems in structural engineering. To obtain the reliability index introduced by Hasofer and Lind, one needs to solve a nonlinear equality constrained optimization problem. In this study, four of the most recent metaheuristic algorithms are utilized for finding the design point and the failure probability of problems with cont...

Signal Integrity plays a crucial role in high performance systems. Designers spend signiicant amounts of time in deciding correct circuit topologies which yield acceptable noise and delay margins. Our work on signal integrity driven placement focuses on algorithms which obey signal integrity toplogy constraints. Given a set of chips, the associated pin-to-pin delay requirements and a layout boa...