We develop a scaling theory of interaction-induced delocalization of few-particle states in disordered quantum systems. In the absence of interactions, all single-particle states are localized in , while in $d \geq 3$ there is a critical disorder below which states are delocalized. We hypothesize that such a delocalization transition occurs for -particle bound states in dimensions when . Exact calculations of disorder-averaged -particle Greens functions support our hypothesis. In particular, we show that -particle states in with nearest-neighbor repulsion will delocalize with and with localization length critical exponent . The delocalization transition can be understood by means of a mapping onto a non-interacting problem with symplectic symmetry. We discuss the importance of this result for many-body delocalization, and how few-body delocalization can be probed in cold atom experiments.

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