Is connection pooling possible with REST?

Since REST is stateless, each request that comes in has no knowledge of the previous request that comes in. Is connection pooling possible in this situation?

If connection pooling were to be implemented, it would open the connection pool and close it upon each request just like a standard database connection.

How can REST be implemented to take advantage of connection pooling?