Earlier this year, leading House Republicans proposed to privatize mortgage giants Fannie Mae and Freddie Mac or place them in receivership starting in two years.

Now, as Republicans prepare to assume control of the House next week, they aren't in as big a rush, cautioning that withdrawing government support in the housing market should be gradual.

"We...