(yesterday)
Risi Kondor: you can take the fourier transform over many more things than you thought! for any function f : G → C (where G is, well, I think it has to be like a locally compact group, but definitely finite groups work) you can get out its fourier transform as a function \hat f : \hat G → C where \hat G is the irreps ("irreducible representations") of G in the complex numbers. In the case of finite cyclic groups and the real numbers, the irreps correspond to just frequencies, which is why the frequency domain is the frequency domain, but for general groups, they're much trickier. This is old news, apparently. Kondor figured out a way of turning graphs into fourier-transformable signals and efficiently transforming them so as to give a group invariant that is very close to faithful in practice and performs well as a preprocessing step in graph classification tasks.
(today)
Erik Demaine: gave positive answers to a whole mess of linkage and folding problems. It's really quite amazing what can be folded. Very nice enthusiastic talk — it was a bit short on technical detail, but I get the feeling this wasn't supposed to be a technical talk, since it was for the receipt of some prize or another, for which I guess I should expect a feel-good high-level "here is all the research that I think is awesome!!!" deal.
Kenny