What are the formations called that are found in limestone caves?

The main ones are Stalactites (growing down from the roof) and Stalagmites (up from the floor). The central letters, C for ceiling and G for ground, form a useful mnemonic for remembering which is which.

They are formed of precipitated calcite, as are other, related formations like flowstone.