Deep learning is delivering unprecedented performance when applied to various data modalities, yet there are data distributions over which it utterly fails.
Convex Analysis at Infinity: An Introduction to Astral Space
Not all convex functions have finite minimizers; some can only be minimized by a sequence as it heads to infinity. In this work, we aim to develop a theory for understanding such minimizers at infinity. We study astral space, a...
