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Research map / Optimization / Nonconvex and smooth optimization

Reshaped Wirtinger Flow for Solving Quadratic System of Equations

NeurIPS 2016 · Optimization › Nonconvex and smooth optimization · approach: Complexity of nonconvex first-order methods · 74 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use magnitude loss (|a^T z|-y)^2 instead of squared-intensity WF lossreshaped-WF · Real Gaussian n=1000 m=8niterations: 319.2 -> 72Helped
use magnitude loss instead of WF lossreshaped-WF · Real Gaussian n=1000 m=8ntime (s): 2.104 -> 0.477Helped
use reshaped-WF instead of truncated-WFreshaped-WF · Complex Gaussian n=1000 m=8niterations: 486.7 -> 272.7Helped
use reshaped-WF instead of truncated-WFreshaped-WF · Galaxy image CDP L=16time (s): 567 -> 141Helped
use reshaped-WF instead of AltMinPhasereshaped-WF · Real Gaussian n=1000 m=8niterations: 5.8 -> 72Hurt
use reshaped-WF instead of AltMinPhasereshaped-WF · Real Gaussian n=1000 m=8ntime (s): 0.908 -> 0.477Helped
use reshaped-WF instead of truncated-WFreshaped-WF · Real Gaussian sample complexitysuccess rateNo clear effect
use reshaped-WF instead of truncated-WF/WFreshaped-WF · Complex and CDP sample complexitysuccess rateHelped
use magnitude-based spectral initialization with two-sided truncationreshaped-WF · Gaussian m=6ninitial relative errorHelped
use reshaped-WF instead of truncated-WF under Poisson noisereshaped-WF · Poisson noiserelative errorHelped

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