Danny DeVito and Rhea Pearlman have called off their separation.

The 68-year-old actor and the 64-year-old actress announced their split in October after 30 years of marriage but have been working on their relationship in past months and have decided to give their union another chance.

"They love each other. Always have and always will," a source told People.

The couple - who met in 1970 and tied the knot in 1982 - have not filed divorce papers and first sparked speculation they were reuniting when they were seen together at Los Angeles International Airport in November.

Danny and Rhea met when she went to see off-Broadway play, The Shrinking Bride, which the actor was appearing in. The couple - who have three children Lucy, Grace and Jacob, together - founded production company Jersey Films, which is behind 1994 crime movie Pulp Fiction as well as Garden State and Freedom Writers.