Research
On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Dec 201819922001200920172026
2 results for “EM-GAN”
EM-GAN: Fast Stress Analysis for Multi-Segment Interconnect Using Generative Adversarial Networkscs.LG

EM-GAN uses GANs for fast stress analysis of multi-segment interconnects.

problem Fast and accurate stress analysis for EM failure assessment in multi-segment interconnects.
method Conditional GAN model trained on images of multi-segment wires and current densities.
result EM-GAN provides accurate stress distribution with 6.6% error and 8.3X speedup.
EM-GANGenerative Adversarial NetworksElectromigrationStress AnalysisMulti-segment Interconnects
2020-04-27abs ↗pdf ↗
GAN-EM: GAN based EM learning frameworkcs.LG

Expectation maximization (EM) algorithm is to find maximum likelihood solution for models having latent variables. A typical example is Gaussian Mixture Model (GMM) which requires Gaussian assumption, however, natural images are highly non-Gaussian so that GMM cannot be applied to perform clustering task on pixel space…

2018-12-02abs ↗pdf ↗