Suppose that a binary source is encoded into $n$ descriptions, each with rate $1/k$, such that any $k$ descriptions reveal the source completely. If fewer than $k$ descriptions are received, what fraction of the bits can be reproduced if erasures, but not errors, are permitted? This problem arises in coding for peer-to-peer networks and also sheds light on the general multiple-descriptions problem. We prove optimality of a natural scheme modulo a closure operation on the rate-distortion region. For small $n$ and $k$, there is a simple, constructive scheme that is optimal. Some comments will also be made about distributed encoding.