Computer Science and Discrete Mathematics (CSDM)

Online Omniprediction

Sumegha Garg

A recent line of work has shown a surprising connection between multicalibration, a multi-group fairness notion, and omniprediction, a learning paradigm that provides simultaneous loss minimization guarantees for a large family of loss functions...

Consider a function on Rn that can be written as a sum of functions f=f1 + f2 + ... + fm, for m greater than n.

The question of approximating f by a reweighted sum using only a small number of summands has many applications in CS theory, mathematical...