It is well-known that every -qubit unitary can be implemented by a -depth quantum circuit using single- and two-qubit gates. It has been open whether exponential depth is \emph{necessary} for general unitaries, even when allowing for unlimited number of ancilla qubits. We show, perhaps surprisingly, that all unitaries can be approximated to operator norm by a circuit of one- and two-qubit gates of depth with ancilla qubits. In other words, every -qubit unitary can be parallelized to polynomial depth. Moreover, if we allow unbounded fan-out gates, these circuits can be reduced further to \emph{constant} depth. Our construction takes advantage of a novel relationship connecting the unitary synthesis problem of Aaronson and Kuperberg to locally-decodable codes and private information retrieval from complexity theory and cryptography.

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