Cohen made a surprise appearance Thursday in a New York courtroom at around 9 p.m. and began entering the plea.
He admitted to making false statements in 2017 to the U.S. Senate Select Committee on Intelligence about a plan to build a Trump Tower in Moscow.
In August, Cohen pleaded guilty to other federal charges involving his taxi businesses, bank fraud and his campaign work for Trump.
The court appearance is ongoing.