We just presented our work on PowerGraph at OSDI!  PowerGraph is the system and abstraction that forms the foundation of the current version of GraphLab.  The PowerGraph research effort attempts to answer the question:

“How can we efficiently design and implement distributed computation on the large-scale natural-graphs graphs found in settings ranging from social networks to the web?”

Checkout the slides from the talk as well as our paper.