Predictive state representations are a way of predicting how a dynamical system will respond to outside inputs, by grouping together input histories which lead to the same distribution of future outputs. This is so damn close to chapter 7 of my dissertation it's not even funny, especially since they can actually get them to work. Clearly worth the trek over to North Campus to talk to this guy. (Found by Kris.)