Distributional limits are important in infinite ergodic theory as a replacement for pointwise, absolutely normalized ergodic convergence (which fails). Different transformations have different distributional limits. After some general background, we'll consider “generalized Hajian-Ito-Kakutani transformations” which have as a limit exponential χ² distributions. Joint work with Omri Sarig.