The Gradient: Perspectives on AI cover image

Alex Tamkin on Self-Supervised Learning and Large Language Models

The Gradient: Perspectives on AI

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The Importance of Input Dependent Views

You can't actually output some of the most common perturbations, like cropping or flipping. What you can do is generate a whole bunch of maybe more diverse and strange image based perturbations. And so we'll have some follow up work showing some cases where this is really useful to add input dependent views.

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