Blog posts


Response geometry explains adversarial robustness

14 minute read


Defending against adversarial attacks is critical for modern AI applications. Here I describe how we can use response geometry to predict a neuron’s susceptibility to attacks.

Understanding neurons using response geometry

20 minute read


Scientists have long summarized neurons in terms of the relationship between their inputs and outputs. Here I describe a technique that allows us to go beyond previous approaches to succinctly describe important and complex neural behavior.