How to Read a Paper : the short version is quite simple: Abstract -> conclusion ->figure, then start iterating through the paper, one layer at a time.
Billion node graph inference: iterative processing on The Machine : I still believe that the machine is vaporware. It was promised for years. Still at the stage of nice plastic prototype and everybody developing/designing for it use simulator/emulator. But hey, it's nice to see what you can theoretically achieve on "the machine" even if it's a Superdome X in reality.
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