Blackstone Group LP-backed Exeter Finance Corp. has filed preliminary documents for an initial public offering.

The subprime auto lender intends to trade on the New York Stock Exchange under the ticker XTF.

Documents filed Tuesday with the Securities and Exchange Commission indicate that Blackstone would remain the controlling shareholder...