NIPS 2014 networks workshop
Surya Ganguli gave an excellent talk on deep learning ideas derived from statistical physics. As a “community detection” guy, I found the Networks Science Workshop, especially interesting. Half of the invited speakers presented recent results in that area of network science.
The accepted papers can be found on the workshop page.