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Cool! On a quick glance, it doesn't seem like the group/layer index is provided to the compression model. That might help a bit with fidelity at pretty low additional cost.


Interesting, it certainly wouldn’t take up much additional space, but I wonder if it would have any real impact, since it seems somewhat orthogonal to finding a faithful low-dimensional encoding of the activations.


There is a surge of interest in learning control policies end-to-end. Many of Sergey Levine's recent papers are relevant: http://homes.cs.washington.edu/~svlevine/ (there are also some talks linked there).


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