no code implementations • 25 Sep 2019 • Gokula Krishnan Santhanam, Ali Alami-Idrissi, Nuno Mota, Anika Schumann, Ioana Giurgiu
A plethora of methods attempting to explain predictions of black-box models have been proposed by the Explainable Artificial Intelligence (XAI) community.
Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
1 code implementation • 27 May 2018 • Gokula Krishnan Santhanam, Paulina Grnarova
Based on this, we propose a cleaning method which uses both the discriminator and generator of the GAN to project the samples back onto the data manifold.
no code implementations • 1 Feb 2017 • Kevin Schawinski, Ce Zhang, Hantian Zhang, Lucas Fowler, Gokula Krishnan Santhanam
Observations of astrophysical objects such as galaxies are limited by various sources of random and systematic noise from the sky background, the optical system of the telescope and the detector used to record the data.