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As a newcomer to the field, I find many of the NIPS 2014 papers fascinating, but it is difficult for me to evaluate which ones represent real progress over current approaches.

Which papers do you think are most significant and are likely to have a major impact?

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The awards went to "Asymmetric LSH (ALSH) for Sublinear Time Maximum Inner Product Search (MIPS)" by Anshumali Shrivastava and Ping Li and "A* Sampling" by Chris J. Maddison, Daniel Tarlow, and Tom Minka.
Further Quora discussion can be found here.

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