Harvard University, Cambridge, MA, hlakkaraju@hbs.edu; University of Tübingen, Tübingen AI Center, Tübingen, Germany, sebastian.bordt@uni-tuebingen.de; Harvard University, Cambridge, MA, ssrinivas@seas.harvard.edu
Suraj Srinivas, Sebastian Bordt, Himabindu Lakkaraju
robustness;generative models;perceptually aligned gradients;bayes optimality;manifold hypothesis
Which Models have Perceptually-Aligned Gradients? An Explanation via Off-Manifold Robustness