Erdős Problem #403 — Powers of Two as Sums of Distinct Factorials

Does the equation

$$2^m=\sum_{a\in S}a!$$

have only finitely many solutions $(m,S)$, where $m\in\mathbb{N}$ and $S\subseteq\mathbb{N}$ is finite with every $a\in S$ positive?