no code implementations • 21 Jan 2021 • Aroof Aimen, Sahil Sidheekh, Vineet Madan, Narayanan C. Krishnan
Our results show a quick degradation in the performance of initialization strategies for ML (MAML, TAML, and MetaSGD), while surprisingly, approaches that use an optimization strategy (MetaLSTM) perform significantly better.
1 code implementation • 12 Dec 2020 • Sahil Sidheekh, Aroof Aimen, Vineet Madan, Narayanan C. Krishnan
Further, we show that our estimate, with its ability to identify model convergence/divergence, is a potential performance measure that can be used to tune the hyperparameters of a GAN.