Zhao agreed to step down as part of the settlement, which included the Treasury Department and the Commodity Futures Trading Commission, according to people familiar with the matter. Binance agreed to plead guilty to a criminal charge and pay a $4.3 billion fine, the Wall Street Journal reported. The deal ends a years-long investigation into the cryptocurrency exchange.