4 ms·
Sub 1-bit has been done at least as far back as 2016 for VGG style networks (my work). I was able to get 0.68 "effective" bits. The idea is that in each forwa
by paul_mk1 2y ago
Sub 1-bit has been done at least as far back as 2016 for VGG style networks (my work).
I was able to get 0.68 "effective" bits.
The idea is that in each forward pass you add noise to each weight independently drawn from normal distribution, and when you calculate snr, it's sub 1 bit. Points to the idea that a stochastic memory element can be used.
https://arxiv.org/abs/1606.01981 https://arxiv.org/abs/1606.01981
- overengineer 2y agoIf noise is desirable in this way, why not to just switch back to analog computing which comes with free noise