mxasyn
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I have the same problem, please let me know if you solve this
Related: https://github.com/nivwusquorum/a3c
I also created a stack overflow question:
http://stackoverflow.com/questions/38963591/how-to-implement-hogwild-style-updates-in-tensorflow