Yes.  Your spouse is deemed to know what is submitted on a tax return that is filed jointly.  However, if your spouse does not work with the finances or is not aware of any issues or problems with the return, your spouse may be able to claim innocence.  If this occurs, the spouse will not be held responsible criminally or be responsible for amounts that are owed to the Internal Revenue Service or the New York State Department of Taxation and Finance.