Leonardo DiCaprio and Blake Lively have put rumours of a break-up to rest after they were spotted shopping together in Los Angeles.

According to Us magazine, Lively, 23, took time out from her Gossip Girl filming schedule to fly from New York to L.A. to spend some quality time with DiCaprio, 36.

The pair was seen browsing eyewear at Solstice Sunglass Boutique and a store representative reveals the stars held hands throughout their shopping trip.

"They seemed very much in love. They were in the store for about 10 minutes before a crowd of fans noticed them and they rushed out," Contactmusic quoted a source as saying.