Law student (non-USA) here.
The general contract law principle is: if both parties have signed a contract, it is legally valid. Whether copies are possessed by only one party or both is inconsequential.
Exceptions are if the contract contains language mandating that both parties should receive a copy, or if there are specific laws regulating the form of such contracts.