Response geometry explains adversarial robustness
Published:
Posts by Tags
adversarial robustness
deep net interpretability
Understanding neurons using response geometry
Published:
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.
differential geometry
Response geometry explains adversarial robustness
Published:
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.
neural system identification
Understanding neurons using response geometry
Published:
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.
response geometry
Response geometry explains adversarial robustness
Published:
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
Published: