Neural Network Inductive Biases

Evan discusses the insights gained from studying double descent and the simplicity bias in neural networks. While we understand that easier-to-specify concepts are learned more by neural networks, the concept of simplicity itself remains elusive. The extent to which different inductive biases create incentives for different models and their implications for dangerous behavior are still unclear.