What if you could only drive your car on a familiar road to a single destination? The ability to be flexible about where you go and how to get there is crucial to driving effectively. That is true for ...

Compositional generalization–understanding unseen combinations of seen primitives–is an essential reasoning capability in human intelligence. The AI community mainly studies this capability by ...

This paper revisits the robust overfitting phenomenon of adversarial training. Observing that models with better robust generalization performance are less certain in predicting adversarially ...