Hedging on the Frontier: Learning New Tasks with Few Samples

Tobias Wegel, Federico Di Gennaro, Geelon So +1

When a learner faces a new task with few samples, it must leverage any available side information. In practice, this often comes in the form of model evaluations on related tasks i…