It refers to unrealized capital gains in an open position in options or futures (or generally in an investment portfolio). Paper gains are quantified by comparing the current market price to the original cost of the derivative instrument or investment. They are not realized until a futures position is liquidated, an option to sell is exercised, or securities (held in a portfolio) are sold.

Paper gains are also known as paper profits.