2046 is the sequel of In the Mood for Love. Both explore love and loss, and change of feelings overtime. You don't really need to watch in chronological order as each can be viewed as a separate.
2046 is loose sequel of 'In the Mood for Love'. Both are from same director and have same lead actor. Both have beautiful music and many more similarities.