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Problems occur when you have multiple network interfaces on your computers or hostnames are getting confused. To be safe I always set the triple on both master and client computers.
Master (192.168.1.100):
export ROS_MASTER_URI=http://localhost:11311
export ROS_HOSTNAME=192.168.1.100
export ROS_IP=192.168.1.100
Client (192.168.1.101)
export ROS_MASTER_URI=http://192.168.1.100:11311
export ROS_HOSTNAME=192.168.1.101
export ROS_IP=192.168.1.101
I also seem to have trouble with virtualbox nat, but bridged networking works fine. Other sources of information:
Also see patrick's link to a similar ros answer.