Search Results for author: Vineet Madan

Found 2 papers, 1 papers with code

Stress Testing of Meta-learning Approaches for Few-shot Learning

no code implementations21 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.

Few-Shot Learning

On Duality Gap as a Measure for Monitoring GAN Training

1 code implementation12 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.

Generative Adversarial Network

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