On the Brittleness of Robust Features: An Exploratory Analysis of Model Robustness and Illusionary Robust Features.
Alireza AghabagherlooRafa GálvezDavy PreuveneersBart PreneelPublished in: SP Workshops (2023)
Keyphrases
- high level
- feature space
- probabilistic model
- rotational invariant
- statistical model
- mathematical model
- computational model
- probability distribution
- data sets
- low level
- object model
- structural information
- learning algorithm
- feature vectors
- false positives
- genetic algorithm
- semantic models
- learning models
- similarity function
- feature selection
- decision trees
- feature set
- co occurrence
- feature extraction
- similarity measure
- objective function
- prior knowledge