Google tech talks published a bunch of video from AGI (Artificial General Intelligence) 2011 today, they're all linked from the conference site. I haven't watched any of them yet but the titles sound interesting.
http://agi-conf.org/2011/conference-schedule/#vp
(Via Patrick Hahn @OB-NYC.)
I especially enjoyed the talk about Probabilistic Programs.
Off-topic tidbit: He (like Eliezer) pronounces "Bayesian" to rhyme with "Asian". He does a similar thing with with "Gaussian", pronouncing it "GOW-shan" (0:45:33).
It seems like the more common pronunciations are "BAY-zee-an" and "GOW-see-an" (that is, name + "ian"), but I'm basing that on a small sample size.