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Gundeep Arora

2 accepted papers

2024

Leveraging Uncertainty Estimates To Improve Classifier Performance

ICLR 2024poster

Binary classification typically involves predicting the label of an instance based on whether the model score for the positive class exceeds a threshold chosen based on the application requirements (e.g., maximizing recall for a precision bound). However, model scores are often not aligned with true…

Cited by 1SourcePDFScholar
2018

Generalized Zero-Shot Learning via Synthesized Examples

CVPR 2018poster

We present a generative framework for generalized zero-shot learning where the training and test classes are not necessarily disjoint. Built upon a variational autoencoder based architecture, consisting of a probabilistic encoder and a probabilistic emph{conditional} decoder, our model can generate…

Cited by 570SourcePDFScholar