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Sunand Raghupathi

2 accepted papers

2022

ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods

ICLR 2022poster

Climate change is a major threat to humanity and the actions required to prevent its catastrophic consequences include changes in both policy-making and individual behaviour. However, taking action requires understanding its seemingly abstract and distant consequences. Projecting the potential impac…

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2021

Beyond Categorical Label Representations for Image Classification

ICLR 2021poster

We find that the way we choose to represent data labels can have a profound effect on the quality of trained models. For example, training an image classifier to regress audio labels rather than traditional categorical probabilities produces a more reliable classification. This result is surprising,…