Here are the slides for my talk at the NeurIPs workshop on empirical falsification “I can’t believe it’s not better” in New Orleans, Dec. 2022 on the failure of adversarial training vs. standard training for robust generalization and the failure of uncertainty-based sampling vs. uniform sampling.